{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference on pretrained SSD model using Tensor Cores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we will show, how to run an inference with our SSD implementation.\n",
    "\n",
    "We will start with defining input pipeline, then we will see how to load the model and then we will run an inference."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading an image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets import libraries we will use to prepare an input image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import torch\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From our examples we can import utility functions for inference:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dle.inference import load_image, rescale, crop_center, normalize"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can load an example image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4d70aad710>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = load_image('http://images.cocodataset.org/val2017/000000397133.jpg')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we will rescale it, crop it and normalize it, so the model will get the expected input:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = rescale(img, 300, 300)\n",
    "img = crop_center(img, 300, 300)\n",
    "img = normalize(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can present the image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4d70419e10>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I looks weird, because after normalization, data values are in range [-1..1]. Plotting lib expects values from [0..1] range. We can fix it for visualization purpose:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300, 300, 3)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NBkV/UFcvIY6TjgIejSMCKcYYYoxAxBlHZQMYJYnQbWcQC0rTwAAbmwU3Bn22Cs+in0WbfWx3F9ucftdz+t8bwPnjoaoMigqrQvAlxhqMMRACTRsxYgmhIsqIorK0ptq0uiWrocetN9d57J77udB6AV+OMBZieIfOMPR6u1w5f54T5+7HW89br75A6iLzs4cZ7fW5dPEadCeZbmRYPwQarK+tklnBK3hfoKqM8hysQYCWS5iYm6WSiEcphoFrb19k5dQDpM2MV145D9GglWd3a5OLLz/HRz/3WW5fuUm+tcbiyhn2Dg7Q9VWq0RAVQzeb5vGPfZTcZqx/+d/ibIJrCF1p46vI0qEjHPRzWq02+bBPGQM+Sdhb3cJooJ2leKnvuRWFKkZ84etVMsBBPwcUax2NZlonjiCIRoIGvBgKgR6WIgpNDwmWfFCBRtIsxRcVTgxViMRYM1fouL+PkVhPJ6xxYIRUAt2pGcRaBiOPS5vkPiBGCLFObmid2IMEDILF4UyCYPClJ2k2mFw5xK/86i/gd/e5eXOdb/7oVXbevsh3yorJqQanTq3w4D1zNChJ90q2Y0nRr5ibOARhG1otkhCJeYkYhxUhMQk6pjJE6gQSNY4nhCAqGIl3ntEogsZY33P9DmiNX9TfeAdTMFhRxIKYBqHwDLTg8U9+iNP3neGLX/su277BF548TnPUI7GGUuskEbF3zhVVx0xKqCkOFKQeZ2cEUSVJUta3LaOQo9KiLIWDQU65PyCvhuyVlm8/B7/4wSmkHXi38Z5IFsRIM7EYBDUtRn5EFT1ExVmHGEjFocGzu7PNzFSTYb9JcyJh4+1rXJm+zsc+93n+5EtfZKqVQShBhACYEDkYDLh1+xatvTbRCMTAzfUdDoY9PvLRR3n76k065x6nKkb0b7zN8MYVOpklZAZJBBuh1XAMA/gysr+xytz8EWY6c/QPtimjMjk5j81SRgcHrF++xLHlY3TbDdZ2NplZmOWt85e4tnoJPxzx5Gfu55U3XiU6Rxj1ObS0wumP/Rzf+d636N+8zOLcAgvHlnn7tZeYWzjMcHebW2vr3F67xZmTy4TZOeYOHeH8Cz/ExRGtJKM3GDGsIkEhQclESAQyB6kFz7jcx1P0I6VL2e7v0EkbqBHUGDIRmpljkDbIS0UjVKo0UofJRyTRkFphou2wKDEqVhVjwDmHDx5jEqogFGUkJTLbbSAu49LFS9z3wBnKyiOxpIYDDJ5QtzPqQAzGOWxiCTGSmgQNEVWDySJuYYHji4v87UcexBrD2tuX2N8dceWFl/nmv9oiZG2mj0zy8fedYLqpBJdx36ljvHlrHxUhSkBNfU0dJ4iA4jXcSXqVVBgzpimp3xcRomqdXDTWdC+gEhgz10BdfUQEI4IRaJqIpNBRAYnMtKb5zb/zBdyw4n/95y/wC585zGReUiGIsfgQ8NFCfRkCFSJKMPUiZRAiGalGyiBcutHD9m8iVcZUZlmcLllKc3b8GmcmU052Ux65p2Iq87y49TclWYjQMHW/axMhBkAhdQ6RUGMJVolVxKpyY7XH/HzC6vV9HnrwHIeX2py+7xz+G5P0Q6TTNqSppRMit0dKXlR1aecDefSkScKoyBGT8sKFKxw6ssj1q9dYOfMA7ekZ9EdfJxjFYvBeiMZTiuJ9RVTD5toNZg4d58z7H+bC09+i20058b4HiGLZ2NtEFK6+/Ra7Hz6gqkacWjzOjd4WMc+ZnJ4gyxqM+jllUZI1p5k/dQ/PfPVLlL0RByEy154g+pLZ2RlanWkk32ZiaZHBzgGN9jTNdpPRsML6HPEpQSLTE9NUe9tMmDaFFnTTBk8sVEy5lCSB3WEf1QYiygZTXFnbwkQIRYWkSn8QGQoMB46pqTat1JFlGY0kYWZmkkajSag8w16f1Z11nCgTiSExkCWCKSNiUvAQJRI04l2Dja1dmq02ahz5YET0JRoFYyLBeywK4uryHiUEGesw6mSlAOOWQKwQQ0C8UkXP7PFlZpcjZx45y4cO9rj9xiqvv3WFP336Ag8/cpprV65y/Pgke8MB/d19VubmWGgr0Tgq08SMxTQ6FpWI1lWCEgFBY/25HScEvdOU1G3Ijz3Ad9gKS6zvX8DGiB1T0CqCyYQ0iRSJ4dOfeYIv/V9f5kMfvY/7picw7zz0zhKj4iVgtaZgTVTECKUKVoZEbfD0a/s8uXiDp15cY3HB0mgO+Pn7Ep6//DUy70hsyqOnRty73GRybpLhn33n3U/T98K2ep12Sx+57xw+eHzwRIE0zdjZ2KrRedUayXcOK4bCKs2kyed/7pNcu/wyU3PHCRd/wMx9Z7n+8ivEwYjNXoVacDP3Eqe63Lxyg06zQxlLPHXZNzs1QyhzNHh6azfZPBgxNb9EQoXZ3aZKBEJArcOEES5N2B9FCrWUUTm+coaHPvg4ejDi0vYqF77/Q5YW5jh1bIZ+NsOgV7B26wbHz5xFtCTfWidtNlg6fpb1V76HLbcpJ5YpG4e5/dYPCIUwPdXh8MmTBNfk7dee5+jJB0habcphgU0saTfBXXyRF9f7fOREF2meYlRukUXPjN+hioZrEycIlXBGr5CFipFahpVh1kFzKmWjNcU2XY5kLW6vXSZtTtPYus1EK1IWwqBfMhgGNspA3wt5BZVLsK6mjxsNh1Fw1FWFSBxXfjVY2m0mVD6nnQgNA2hg8eQ9PPHBRyny4RjAMzgZr3YqvCMTEzGosTX2IZaooV7p1YwTiBKiByIhCpiAGNAA0YLzFnWe3vYuLz//Fr3dIa/2CnAdlmYTzixN8f5jMyweO0qnU2MBIUZUx6I3azCmxnFgLHYzQohxLIqzIIF6RasxCyMGJQARMQmGGvcyRIw1ECLG2BqgJCAEkAQ1HkNk43aPU/ffQ3fyKPnW+fE5pa4ExRBFsWOI9aWX3+LcchvbaPKVP/g6Dy+3uPcRgzs2wdy9R6heuwrNBna2SzLXAZOSW4eNkJ38V+9NgPP/bRhncOKwRjgYDpmdnqWcLNnb3uGdhBYqD9aCUaoqZ3t3n5WVexGbcWP+CLdWt5hYXiFbe52Hzkyzm3f47q6lW0Zm5ufZ2FoncZZGkpE0GwSNYOoeeRA8zU7Kweoqhx58EDfawOCIISF6T45Fg6XlLEXlsdGwff0CL0mOFBV7G6t0M0N/2GNw0KZzeppmcYtNhFhA4obMtxK00ebyzXVu3FznI0tN9ss+Mm3IB4GFboNTJ2doOlizlpXDy7Tmlti4cZNOZxqcYCrDm2t9JjFkWZf1qTmqA+juv0mpnsRaCu0yWd0mxdcTrQwMR0q7m9Dxnu7hRYabPYazJQ0/x7nHH2X1X/8x0aS0sxr3mZ43HK2ExKQUpSdWwv6oYHs0YqtviWmGF4ezDsVgMocPUIihXynOdbExJ3VKKj9Wq4/1oiJCvZDLHRWqGCGOAUSVmkYzUleTdRGuGCckMYxXdh1Di9RVTfRoGvCS0Gi3eOTjT3Jtc4fizR7W75D7kma3STQRrfqoTtRsRlSixhprwYBEUK1xBI0Q5Y5iFBMQ0RoMxdXYBoKKRcQRo0cQVGLd92kYnwuMratUQ4qOQWUvltmlNqYcMth4A3GCMw6wdb6SQERwCCnKybmC9sQx+m+8wn/192ZI7pknTE4hCycx2iA7dAJttBBNCKMciSVpHBKG797Z8Z5IFqp1/xt9na2dc2ysb/DwY4/y/aeeqg+KAUSw1uIEgiQ898xz3P/wWe4/uczJs+d48e2bWNvgKxde5fF0icb8UfTWJfIG7A6HpGoQBGsds5PTDAZDaDfZ2d0m6c5x1O/Tn7X0egP2BhaTOJqpkriMKVNTacYYRv1I34eaxixz8l6PJE3p93Pmjh3FUNLYXaVf9JiYn6U73cRs3kZIoTPH8d4Wq0lCaZRQjXCV5/0nV2g3DdWoZDTfQUaObO44w70dynzEld11Hn/sA1x++wIziyscjau0D52gwwRp/goN9cRE2E6XaFU9TqV9XDBEAipK0wmh8PhOwmhzn+bkLMPdHM2aXDp/iX7ZwA4PcAlUXnA9pTJ1CV1WgkkakCYYqZiOjjIKo9Ij1iAiJCEgzqECJ9swmTouHygbXiDmNPMRw9EQZy0WS9RIGJf7Qs181WwAtXwbcKaWXRtjERP/QjugwphJETCgsUTG1KfDkLZa/Df/7DuYOOLBJz/G4NIGlTo6TigPeoTDy/jqz/t4a+rfYTB19hljMbWUf6x9J2KCQaJiMKiJ7/ApIJYotQS8fk5TJGot4tKIs4B6ysIipkAxBHFgFaOWqH2cpKhC0ADUFU2MwLiyQSJT8wu0phNO/GKGWT6LTydQHEnjMVRn0OYiRqdANpDhHyPeoLni4t+gZDGqSoxA4hwtk6Kp5envPU2JYaZpCYWllICN4KXGifOovO/9H+bSGy/z6msvsHxumdVbazz5ic9SDAbs3dpmemqKwXCEKQrEWcQYut0uveGA6D22LJhIUvppxZqdYebYEf7sV2/TK6bJ+yU6iDSahr2+49Zuye7A8o0LwnNXKpyrEPWsPLDC4sI8v/8vv0W4fJUH3neY0D/g4uouy+97mBeee5YPHZ+mLIc0e9fZ3O6xeGgeZA8/DFx64Qf85t/9dcp+zmh7k+9cus0bVy7w4ceeIJQjpmemmdvfZ+P2baaXFlhqRC7ezBgOHdvr59m8tsfK6fvpa8nw1hZpucaGKhhFjMNHxSioDfi9wPx+yYMf6aBR8NWQ1cvrVJ0Vtt54gSQxdNNAy0acsxipSAETiloHYQSVCpWINgRliCBEhBgNYh0lLQ4EZpcmMPmAfBSwUSFCMGDwGFGSdzwXAiJ6xz9jTP1gG1GMtTA+FiKqEZO48QITudNFW1ezFRjKmNPMGkhRElspsfRsjpTFWcfVm3s8/NlPsp/vcm29jw9KXlb0hwVVBSXvLF6BPPf4KuK90hv1CDFSjmpvRhlqhsx7jwHMWAJO6cdeICXNXC3nv2MsiRxdXuQXPnGW9800sL5E60yHmg4liosRjQExSsBgVZBoSCRSTmRsX0nJlnPWiiPYSxWp7jIqAvPnDHbx0xgaCEqIR6nWvsRo5CEfEP3+u56n74lkARDKijRJMUGx1lIptBsZDdvA5z3EgBWp8QsLsahbkm4z443rt+lMLbG3E1hYPIEn0u/3EVWGeYFNXP3QUatFt7a3UBEsQpalBKDRbNJEGexu8NtfLHhwuaLTsnzysQnmFhq0TJu93VVc13DPq8Iz/+2QtA3D/oiV2SV+9NyzPHi8w831IUFSovFkNuP2xavYGKg0gLPkZclBLFBjeGM0wXA4Iiae7d1tKhyNiS4HW6uoj+zvb9MyDUa2JKXk4tUrLB1a4Ob2BlNZm3zWoPurnGp4el6Im9dohkjWjHQXTqPbVym1wFWWvPSIOooYSG1kL+xRDAMzc3NsJluAMOmUmVag4RS1tYkKqH0JRMAQYiQg9apLBBEUxVUBsQk+FBShogA6hxtUGFRS5mYmaCR1XZCkdrxSA+jY8GRqcZMqdoweilGEiDVCaqGKP65reAfjqO8w6jt0I/goVCrYRpNhlXPl6k1SiQyGI06fPMHvfOmrbGzsUqMLtfZEqan6aMfXFsE4i7MWIwZR0BhJGylp2kBjTpa1sK0aXxkOh6gxmCwgGEIMBJRKantjI2swOdnF7OX8j7/zZf7Wf/wRPvv4ScRXNFNbFzNEej7iXEZZlFQVVGXOUB15VBYvvkprZkB78iSdpoWFsxg8zeESdvpzBNPAitRgsDRITvxHEC5gq3Xi3nXgm+9qjr4nkoWMe9q8KrDR0UxSbDRMdrocf+D9fOdrX6HpasOZzRKK0YhEEhQhDvskU/Owv08SEwZlRShHBO9ZmJnl1voqYYxvK4qogjHjkldRV8t0VWpHaAa8upFy+9IqTeP5/rM7nDnRYfZoyqmVBssL81wIO+z7TZy1dNqOrz33EssTDVZ3e7RS4Z0lshcDWXHAyePTXN0cMN9KmO1Ybtw6YPHINF9YGLE3OWCm0WJ/5wbRdRkF4fFjDQ4v3k8ljtm5lNWdjMnDZ3DFKntbmyCKzB2msXGJh1sjVs4Kzx9sc/aeEXt54PXdGfTwKeLuFUxIwRWABxFawOzRJqaCpAWjoLApAAAgAElEQVR7vQPmj81w7bU1VmYEEa0rESxR3hk1TxyvgEZqDYxozRa944I1DVM7b8f+TQP0b18nyxJSF5mcbNBqJOMKf9zH33H21q7cd2BOoAYYjQUNiIIvS7RGU8fXNDWQKKDUGggY6z2iQSShrEoaDcPK8gL7N/YJqrx+e4u9vcDc/CJFFeqEkDhG/RExBgpfITGS2gSvgFhEDIlLqLwnGksRlajvKDYLxFAnUGdJXEZRFFRqGOYFvvLEyuOSETdX13GtjFEOv/vPnuaLX3utxnuMYTToE4KnKmt/S6iqsdbL4qjo5YG//1uP8Oyf3eIPf/FhUiq0O4XIIiGpsGkXRw3URlM7b23isD4SQ34HkH038Z5IFoiQpSmjPMcBxXCEpE0IgU/+3Mf55je/SXSxft6txQQIEiEqu/sHZK0GUubYzECouHXrFoeXFtjb3yFrZeTDEVmagDEkCOIMoQr4qsJExUqCS1LEWNIJy6hQhrLEzOA2ZR556809kreEH4kQdZ1zi4bfeCBhlEdudtsU3nPl6jr3f+gkg4u3abohu9qiYTwN40izjINim8dWZslcxX5/wEeO3suVhVOcHq1xXG7wzE6KhD2qENDpZY5Kwnxnl9evOXIrvHl7RKfZJZchE8Ds4HXy0GRiSdk4gCoYppoV7czy0sTjnO29xNHjFVELJCb0ho5hiKxuBTr7G+zu76KHl2jGkvXbniNyQJYafOXJrMGPxzeGGgVADbHmF3Eh1NJ0ar2QRIGknrxJagk+4qxhZa5JUXo6WYtjR+ZwKVQ+otGiNtQ6jTFWoGONAtbUhjIEg44xAHCNBFFqUJoagwy2ThSCYqKM9Qm1GS2xBmMStFKOHzvLMxdfI806bG7tc9DbZ79vUSzG1voGZwzGGiIRCUolBTbJGBVDjLF3qp00psQYSdKE0WBIUZWkaUaR19WiwbC7u1tbSTBj167BlR6NAV8YjC0RSdlZ20apq5Z3xsAqYCJGA61mRggGq5ZON/A//MNnWGw4vvKDdT73Sw9geQN4lcBHUWsoVHAiCEOgSTAG25rGNwwy+e5Zz/dGslDFIHSbLbz3CBYtPa6R0h8MEQHxiqjgywIJkVIDLmmwv7dH7kvmWk2KMsdmLVqdLtdu3eTEygqX3r5IIsLioWNsbm5hGzWPbYzBGTt2FAppkoAIiXFsbxaYrMX1ZInlsIY6GHnh6OIsXQ74W7/SJfpAM834rf9N+NkHJ9g4v0foX+OlySatWDG0KVOtJnGywcDAyqEFTMNSDUZMz09RAt31axzrbJGQk1cVnW5C1IQ8wsrpOQ7KaRaKVdzqNU4sNHlts0/RmSUf9OhpiyxtchBKVlpbfPdgmq9tn2LO7NFslyyFLVQLotbCtEwijcySzlp8bwNmDrNnDd2ZFjt7e5wUS6ltUmMhcVhryZKkdp0asEmCtTUmkdjaE2LSFOcSjLU0XVa3egZWb9+m0Whw/NQx8uixNHCZUJVVXaEQsWJqVuHO3hF126Fa04y1sClgjJBYg7NgpfZvlN4TPMSxdFvFYEwkjulNM/bBhFhiXcZz558nSTPUeJKg5EEwjAVVsWY+YtQ7ugtjHZHapyPvyP+lrnSqGGqMoYwE9ThrUR+IqpRlQZmXBFUaWZOyyAkaxm7VFOcskQrIyLXCVRGsI3WOOAZ3PVqbGLOEUVXhY8CqxTmhaeCJQxP8zj95g098aonJvVehGJCYt2FljXR7H6aeQNJ58Fcw5SsEzWvatpm862n6nkgWIlBUOWIdLnUUZUmr3WRYlHz9699kMBgQXe3N8EVZbyAzNtgMRz321jZImwnOJoTYx4rh0OwiO5vbDIY9Gginzt6HpFfp93YIsUJF6M5M0VJLsEK7M4FLEprNFsvHT/P0t/+UT52b5PjhoxgiM1OR8uCAn/+Zw0yenIYsQ7oT/J20wfK9Z5mafYM/+Dc32friLXa3HMszlhOLXTas4EPKdHtIVgzYsyknTy0yX/X4wNwO+BKsxVnwvsTYJlt7u8TrgbC9z4NT25yctbSXLJu5IW802ctSbm1scjAaYL1ycrnLbyy+wUJ3AT36IKaVsH/7fmYOHUajr41NklLkJdFH8uB59YevsB8SersFi42SQX/E408+hpueoJ5HAtgx5am1/uHO4hQx1hG03kzHmJoNQGpB0vHps8QQiUkL4ysqL6gfy6OF8Z4aUhukTH3emjbVO5bwOn/UVUYQJVaGqL6uRKyj0opo6koiVJ4oQsAiBqL3lBqIJuCc49DiAru7V5GkycjW/hCBGqS9U9VEfPSAEIu6GhBTt1S5QiSSiSEYQ2INo6ogTZuUGqlChVS136SqAmKhyEdEIDPJnd/6TlNntMQAPigEjy99XUEBiOJ9SRUcGAixtturFyZbTfyZKT64t8ejZ3+fr/2Xht2+x7UMJJfY368I9p+yPAeXrnieeVPoTlWcXEi4sfY3pA1RBZckYCy+8jSShOA9TetYv3YTEyJexlJa54hBcTViwTBU7N3a4NC547VxqsjxMRJCQSM1LDWbWBF8LHn48cf40VPfRNQQo+IiSCOjnSVMTExgkoR2q8NDD9zHiz/4HtiAqiGYyPTMLGsHO7QX5pFuE5leJHaPct+nPk+SLvL2m3/Mn/wv/5C5Q9Mkxyco9jYgCJ3WJAd9z0SaMQwwINB2ntPTlqOnDpG0DzPc3YHtWp0Y1ZOppTUxzb33PcHBq19lOttiMrUsHmtSxDkuvfkWZZEjBby8DqbV5r+YDnSOL6MuoXcwYOPa60zMT9dUvzi0ClgMZVWxu7vLwc4uk8sJ7bTDThzQbLVIk6xWMo4TQb3S18Ik1ZqhEKmBxEj9gMt4NysxaV0haEBwpJnBWE/moDgokVBLlsOYkowx4kMkhAgCwY+nklKrNMfaC1vDFHiveBSJhv2DXSamJ8EHLLb2l2RpzSBUgdQlaCFYraX6w/0D2pNtcoTGQLC21k9oqH0xIu8Ir/58Z7QYI9ZXFKbeHStRA60UZyyVRvplhYtCfCeZaoSyxGiFU0dRRSRJEGcJIdQ4kzH17lwyTh5mbFBTJUszjDEkYqiqiljV9xVFSa0jqievPN/42lVeP7HAA0td/sHLkc8/0aYoK17fMJx7aImzKx/ie9eeYlCOmGsXHOsalu9pcc8u8NXeu5qn741kQU1th6oiMbbeqclEEmPo9/Zxpj5KQ73yBIWmsVQ+MCgqtrd36e1M0mh2icEzHA2JoaSzME2n2yQJnu0bN/ngxz/N+fOvQW+nbj+MIWm3mOlO4poZzUaLyYlJTp07xtzKKZrNVYKziK3o3HuCg/Ov8/atPaZHQ7oTntYxR+vQGYxarr54jeXlBJPM8b4nP8E3/s9/STOF4cGQpNPA5aN627egfGpmwILdZm+rQ2sUsDYnaR6FUBFjJHPQ3z/gSuOAw7MT0NvkxrbjzR1lt7dGzGv6LpgKVynPvg2//oTDNhoEUcpqiNUx1ChKFKg04GMgOujtbJNPt+h2Z1lbuwwxIWRNqiTBqKlXag2IcWN6UmGsUYmhImvWDscgNZsQNVIUe1hj6kkhFutqL0+SQCRBqLcBVMzYsRmwIlhXt4HYZEyj1hWGNQYrBjOuRDBQ5H3yPOeelcNEFOdSBFv7NkTq+1FFQqAz0SZRS64lg+GQVr+kMzfFfrVN4QsaNkGtRTAkSUJZlnW1EfWOgKwyKepLMIaJdsLJpVku3Fyj2UhZWJjkwq0djHP4GGk4YWlmGnGWfn9EjMJ+rw/eI1Ib+Ky1hPHWjgpjZXIkhFCzLkYorRA13ME6UixVUVLrxZT5qRaDa+vcWFzi+vO7fP2FfQ5PGNLY4Psv9vn8Z+f40y/lbPQP2B9UNJpNnjze4x//9s9S76H97x7viWSBKiNfU6eCoUIxImwe7HKws0+aOCKx7gtDoIFl4IXMRF544yrTrmBqfor9zT36wwH93gGNrMG1KzdpNRuIWI56z9NPfZ0PP/QQl65fxNqEdrvD4sICSTPh9toWx44eJsZIbwif//zn+fLv/fcc1VWmz9zLy2/2yFLHPaeVdPkUZmKZsvVzGFKsCl/4zd/m8OEjfPmLX+S1H3yH1kSTpcUu90zO892XLmBTqNKU1bUBi4d38SPDzS3D/saQTivB+z7OZTStIO2UoQbeeutH7LbaXL45Q7+3TyzKsfYAWs2UYVEyMkIqyt/7FyW/9vAFPv3kIa798FWWH763ngwhoMaRWEiMxeG558GHWM6HPL1ToraDNSWPPnQvaaPe+CVYRUyj3kwmHYObsYCgJNYxdIIdRWzDIxhSm5AmbdQqVQikUnsaJGvd8Umo1hqNECKCxVpPxNUUbIyEWO8DkaYZhS9xYrFWiNGjEsmHJVErgjhGRU4xGNLuzmObQioVQTKcQkHEhIgNgYpIIhX5cMjybAcmZ/jVT0/yL76/BnHAxsY+4mFkLB1ryYPWOpIQSRoOJ0plJjFRuefQJE+/epljx+exLiEvPf/Zf/4f8NxTz7OdOxYmDUMTsBVMz8wgGPb6B+yOKjKTsbG1hgNM2qhNcs5ijMXFAhO7JOmIYWVQ62mbFBuURJXC1XR/JUImBc1mh1NHFtna3mPPwUymqG2RzSfMzSyQmH0m57tUOiBiefSJOX73D34f8q++62n6nkgWIkKWZviyIjpXO0Z9LZsVV5eMtdAl4kSoRHCxpJE02N/c5MTiPLs7B3ckwwAh1OBYjaxDXhb0+n1uskp3apLJZpvO9BSnT55mb9CnNyzZ2z/g2NFltlY3EWfIJw6xMQgYbfONf/J1fuPjM/RTYUbXUTNPEm+g8kF8jFhTcPjsCboLbaYHW0x0YPP6deKi0ioKiiY0nTAa9bGpomXFUlay1Ey4XC6QiBIHBcFaNnyJiRmx57m6O2SUj0iModBxKUskS1JU+2TOIghOHH/0wh5zcsDHPnISpo/gi1pOLEWOlwQjDmMTJMLu/83dm8dYlt33fZ+z3OXtta+9TE9Pd8++chYOKZKiVpOCIgWxkMWykCihbchwAkNOgiAGnMSOjcBW4jhQrAV2hMS2ZFmUKIukJJriOovYI3KmZ++9q2uveq9evffuu8vZ8setmRhBEsEaGyBy/7lVr1C3Cu++c+45v9/3+/n2JwxGgahqkbQCIUqwFhAadO16DELXdYrgCT5ikk/ptiWyKkBLgo8QMq5VhsqjEaRagxbYIGsh1kmb04faGCZPnpwODcESfC331kqCFHhrUOKk2+JPALneUU6PGR07rl69zqlTS5jS8Njjy1jvqIRECo8PjjRIjBYIGfBoYp+gdEIchlx56zY/9FOf5OyVI272x3Rn57Eupy0jKi/QlQVhUM4jfUDrhKAC5dSQzLT4nqcewOqYqiiJVMLhdsalM2d4885Nqonkbn/AbCJJ185ivOHsyhJPRjkpAvnARWIF5WRKmiYoKcimFbf2p9w7G3Fla8rHnlijChnaOZxMcWaKt/W2LtUB6VO6DVCpxa2nbO1bXt9ztJqWTiJZrO5y8PoBD7cnpHMBZ1MOsiNe+F9/llsbux94nH5XTBYA+FqM9V4NLcsyYh0TvEUpXe/7qD972hdYkXJueYZvX99hYWWFsQnMLcxy6+YxkdQ4WxFpTWldbYDSta26zKY0aHP2kQs4a6lq9xCtVhslBQeDQwIGLVu05tf53RdfwL+zzXRUsCg9p5YnPH7hCr1PDJELG7hwCaku8Qf/+59n74/2aQlFohT9aUYuJLLMmZ3vUdoB0mlGU0MkDELFGFnyxWsNnjiT4kwJwmMMOCStpuDNtw+ZmWmhfQ1l8bEiCHBB4a1BKolwvqZo60AkNP/krZSf/o/PMT6K2ZQZzihUWqsYA3UrVClNd3GGcntI6FakUZs2iom2xMZhg0crjQ8S6z14h8lyBpvblCuzjHcyZhdbLKwuEbB10RLAacoAMXXdiVjWk04ISFfXQHwAJTRSlQRbt03rFYQgBE0IjihJ8BakBh0szsDunX3e2T1ia/MArRqEKiejRDiBReNDBTJGmkBuSqoqgAs4XaGTiNGJVuFgb4PHH57hiWKO29eugW4hfUysTW0FED0qIE4VaRN80BwcTBhKiW2kaBNYPHuWndEh0oxZubiOFhlXtoZcXJzj9OlFsswzyC1OBGa0o6eKk9qGZ6XbINJ152Sxl3BwEHjy4iwHxwNOdwJOdkiExEcF7XYbYRSuzBFRjFSaBIloOKSDy29aOt0mld/DpzM89fQi2fA0/+PnfosqE/zEQ4Kv3cp4/OKAX/6nH2wLAt8tk4WoEW02BEZZBs6SZTnWHtPUMZUx9YpBCKqqIoqbfM8DZ3ntaMqZ1SVWz5yj2N5lLm0xWl7ncOMWQp4oNpXCG8f2zjaffv45Xvv2FVrL89y4dYOyKnFXr2FsSZHXwhVjPVURiCLoNiO0E/hC0o0Um/sTvvjVDsO3JA+88TbMbfC3v/kzNOyYxW5KkDN0lufJY4XutQjVEbuDQxbbPZbbHUJvlb/w6ON8+5038QL648BcWnGnipDxgG7cRQlBt73O1bdvsNCZrffSUuGoHZHBe1QAYyyzzRaTyuGDQQlFlKRkIvDP3zD82NOzXH2roigrXOXIilAXa6u64r+9P8DYkpXWvRzt7vL1qWY1ClTOEmyN8/cn2k3rKmwxxnmYHAVynTMpSnY3D0+ElBFgEcLhpMJahQ6WYGucn1DvycQtIk65sdNnaX2emRNEnZT1ykMKXXdFpEd6iXM1vDYrK0janD+1yENn1mpWajBsvX2DQe74F29s8dildc52NI0AhXNM4oSmVuRCc8/5i6hBRkf3me4e4IzEBcfp04uEoJGi4sDPsn+UMakMNsCaUsw3UrwMmEkD35snnVTopQ7HoyMWophmu8NCZ5ZBltNOuxyZI7aGFR6NSpqcuvcc269fZvX8PLGqi7epiiB4kmYKUYpORrw58nzy2YukGJQHj6PZaPFffO4OHaH4kWfmeHBFkShNCBWaJmhLZvb5zF/8D/jV/+mfE/cP+do78yzPFqwv93jtrUOu7OS0W5rXXtrgsRnNCzsfrCPyXTFZOOcw1jI4GtaWZONQkabdaaOQ+OmEKi/RqnaMfvjeVa5nE65fvcqnnv8Y2WRKd6aHd56028GIUC9rT3gIIokoy4rb71wlkYqGlOzs7JAIwdhUeO+wlcFVBmsdFZJASSNqsjIXU+SOCzNNPvXUHKpp+bU3JWaYMDm0LK1NGY4sstNCJB4pO7h0ClNNUycc+5zBccmZRy4SopiNW9v41gzNWNGrKqrhhJBXRHKWqspoN3q0Y8XFniBrRmzmkknhGE4roiiqzUlSkZmCWGqwAbxE6vop3Yjgr/3dV3n16RnWXIGJFFh3Yiiri4ky1kifMjezTGYHkCrUpKQSOaUzJ+7LwFE2Zb7XQgdB3OnVuSNK89JL2zz7eIukmSBPbORKayyat6/vsb60QCMBZwFR29pRBhkihAysdCIalUC39PtbTBkC+v02LYAn0gotFM5VaBw6aKJQy82juIlxjsvv3mY8Cbz72gFLT8wRtdtQeqyU7OVHNHxEQ2u+8MIm7ZbFhjWEzFG+FmUFl3FsU0ovWMSjSkvcSNi+scPFpy8wNSW5y4mVwKQNBreuMbe+zulT56hczkJ3nmsBwnSK1hFEAhy0pcAODvBKEIjw3qJkoMIQRRpvAtU0Iy8d/8cfXOWv//hDVF4SS4uTCceHOc/OpdwYTSgrhXQxFoFUMT7kiBAhguTXf+XLHFQFD9x7iovLlhvvXqFbFvzY/R2EyXl7HDGyjnH4/4mRrKoqDvf7RJGi1WwyiyEncDic0Gxr5mZnmcSBtVbFhx95gJ//wjcos5zHLz5Ad2WR7Y27rJ05y7jMmJvrcLsKGBXQSVwr/kpDHMe88tq3uf++i/SnGf3RhMVOi/7hAFcWNShY1v196yWOijIpeHKtzSwRNsm4vTNBCVgQgq+9llHINrKbEMUNBlkgdhIV9umtrHC4N6BQGVLEDKuKcjSkd+kR9gYHtHSEl5pcgGmluLKiGB8hHdhRRWP9DP2oSbA5vdgz1wjMpilHpaC0FSpSKK9oN2Pa3ZiDYY5UEVJqdCQ5c+8sL26W/NmHYnCSIAQ2GGpNoSAIycBkpIlmkhd0ZnvsR5bQXUQf9WmZDO8U/eGYlZUVbOnRweOTiMpZzsznpKIOFhKYusvhOgjvUEVBU3p8pZBaAY7STGnLdt2W1JIRxyRpDYbRQuHfs6m7OhVHeocPdefE6BgjFLGOiPAEpUBLpr4kFRpTFlw41eOemRY6jcmqnHYUcfPOJuQVNoLf+53fIAol24clN3bH3LfcQGnwxpCmC3zrjRs8ff86aS9ldbaFjwTnllN+78om3//IaUbWkx9ndGc7PPr086hWxELaYNpYZOtwh8wXnH7wQUy/Yr/qs7LeYzguWD97iWrrHRrBkNkK5xxJElFYTxQk/czzR3eHzDQ9m7akVVVEMkYLw8beiHe9JTceqQyjsUEIgRYpSgYSSp6eVch8wMPzkn/wlRt8yVv+0pNtzs94tJBYqzk3I3l1Q3L7yH7gcfpdMVmkcUxhchppm1AV7AnJUrfDpU5gL5MkVDz8yBp5EPzG5avECJ5/4kGG3lLlGYUt2dreBOto+6reHyqJMRVJkuC8P0mLgp39fc4/9DAD2edgcEheZkQIbKiX9945apGeo3Q53TQlaZS0fBMZ1WzP0G4wurVHsxmYDEcoqUijHiApUkdiBTpOcaj6wx0EYmGe7ZtXkXkJ7ah+TUkQ6uSJrygJ7JUjnlENZADrcqSXWCOJ0ohJf0Rvtkee5VRliYsiZntdjIWpE0Q6JtKaSMf42DARio7ICSJGOoEXEivqNnVsU6YmQ4iYg+0BjbhB0dWcDgYrG6hgefzsGpNsiEwaVE6grDjRGQREmuAliFAnv+GmREoRxXWBlBCQosJLTjwkrkZO2cDdu31Oza7hRF6LqNwJr0IoBDXvEiExLoBzTEqDjEtkIqlKg/ARpTVUxjHTSNkfBy7MSVxW4J2gaioyUzNSAg7hLR6InEeFimwcsEGig8WUFocly48xhcKpgHUxoarIjGUwnIIVNJ1FWkEkwWYFPm1wvN1HDPvkruTB1TluTm6z5EoW24tk/dtMjaXwiokL5CagVcyotMgkQhiP0xJkwEpF6hrgT5LeIkUeUgZHU2LVRCc9qlTXQrVI4F0DoxQXvmcRoRsgHPcNX0EEycLzH8ZRk961iFgrDL/37ucpP7iA87tjsojimAjB+GhMp5PihGBj75A07XHvWoudg4KvXN9isHOEnwz5nscfpru8xJ2bdzlV5aSNlLIsiYJgd3sX62uuY6QEmoALdQFOSkmWZUQeEh0zmo5x1hLpCOscztV+ES0VIgSqokKkisgrXFQzFSIR2B07rAFMzj0NgZtd4Gh8jOpGZGXFrOcEWltrOXQkufnOLaKmoqtSkqQBUBeuqMeQ0ynCVqxEHUaDHVSoKJWqvRQSyiIgdIRXCiJF4lOiJEV4wUyvg5tUaB0TKU0SJUgJbw49z8wGKMBrgXEnwFkXKBoJ2BStIuYXG1RbN4hm1jm0knZl8TJwVI5JmkvYsiIiYI0/6VporPGY0mOdraniRAhbMSrHTCc9YqEQ3tRKShGYakdpyxozJ2IGg0Oik2iCGmoj8e6EihY8QimiSCMQ2KIkJIqhU5gipxElNUwmMfTairc2M+LOPKlOSVpdvv6tt7i1PcQTUEKCkAThUE3F7YHhgYuLRKqBC4qmkHT6OdHCRe5sH3Lj7jbnHljl0oUes4PrXHj0fjqbe9w8drjIY4QhihMmMhBHjqQ9yz1nzlGJGIJjki7hjobIRkLuHJeefISHLp0i0gJnaiUtWjAeDEFpmt+4xXSqePCph4FA0zcYK+gPX2O2aQkh48mnHmKmUdOz0lThXEkcRygbYWNPcJD/42/gCVx64izCGBIlCWlKODKETNJLBO/Bhf+kx3fFZOGd47GPPIVSCXlecP2dqzx+bonXt/fI/Cznzpxme+eQtXvP0tXn2RkMac+VdBsJjdSRHlmybEopBMEEoiRlko0JcYSrAlorjKmIo/qG7mxvsXThHDtfug1RwFkLla3FQD5gha1NTEJxZAJpIklt7VZ1CjrKIQhUQfJ6f0Qy9qSpQkZTWlFEaSrSZouGjigVEEsGw2OW9Cxl6nA+4IXAi3rZXBYl40lFnGjOXDjHdHhAo5UyyaYnlmPPyEBWlpQHFa1mi9XVdSrvCR7Wz6zgN/dxKqp78q5CSLi6M+JoEvOZHziNKzWlqbswuwd7GNlhb3PI0mzCdDShlB3OuoRT5++nFZfIuMGdGxtcuHcVrKDyFREWlTQ4ODrm4UcvMTeboHWg2dB0IpjtCP6z/2qLH/j4E0S9FGxtP8cUeKmxwpLKlPD7L/Kxjz1LmlB3ck54pz7UKk7rBc45hIhpNRM+//lv8PxHnuHazhZJ8JxZnyUoRdBtdr/4h6BzXrt1zM2NfSZFUftLRE2acjKgWzFlVSKN5e7ugJXzfwo7zfDBM8kcNw9G/K2/+e/y9cuXearMOdobcbQ3YETOOE2YSEVjYZ6QO8psTNxNmByOOXP2FNvX38ZJiTZDSJqsNVrYsmCqBN2kRcs3kEpgnSdIyfbWTXoLS5T5mMODIV56omaC9bUquQgVwsO1nT5r51bA5jWQyDtirajKCikVpgyQxsQIbMjIdROcwxmDCJppCMSV4fKLf8Q0lbSbAQYfbJz+m0pR/1c6fPDIAMp54hBYXJjFlpbTqwt1MlSc0Oy0EbLmETZTjUIhIkF7boY3725igsRWNXdT1LEWWFurFl3wKKEoiwIhBNsbd7GmxDqDMRXT6bQuHgrxvo7feYexhqrMmRSOSeUZV56p8UyKwHIkmKEgKiuiJK4XEcZjSks+HQOO+MR8FbzHOHcSZqOQWiOkpMiLWuasFMEH0nr6kTgAACAASURBVDRBBI8MtcQXAYga+CKkRHiIo4S02aHZ7dRtxyShLA0PPvBgHTcoJdY4KuPwRnD19h53jiUkmrQdE6Vwz5l1qmpItwlTmTHxgvNtgVQWR4lXHb74yjbfvD3krY0Jo8pRZCVvXd9kc2ODa4dD+ofbdSZoEVMUoFsK6z27OVTOMNuQOD2ltGO8jnFB1sxMYHauRxlylA7EVCRSo5RFSYeWtZ5Xx4oQStI0MB4NOTje5eD2LuOjKS++9DYvX36XXtDc3DpEVJYr1zcYj/MTq3qtWlWqbjULfRItQcykMnz2K69QuHql9L/95gs8/wM/RF9bTFUxN9tjtpOwdO9pxjvHvPH2XbIsRwRYWuwwP79YIxSExNsaGRhcxe2tEc5JfByjpcAUAic9QtXO0zo2V3GwtUf/7gGx1xTGYb1l0D9CaX0ihxeEIBj0j9m4U7/HMoR6ReZrqog4UaraMifPyxOLvsW9l5xGrRR1XjAcl7TbLYyIP/A4/a6YLKSUlJWhmI5xeU43jRnnhtXZXp2k3u0SNxOajZSl9TWqWFI6gzeW/uAIkUq0DCgcpihqf0lcQ1eNs1TGELwj1jWHYXJ8RNEfoCJZA2d9LTW3tqqr1jgq7/DWsDzf5dLFVe5/8BQPPbTOgw+e4pknVvnUwyk/8WiTR9Ylh+Mx07KiqKZ4O8WWBaYsULEmTRtEUQJCUhUVrbSBUJrgHd4biqoiLyqCr+g0U2yZIwn1E8K7GgQrwTvP/Nw8SZyi0oSiqOq8DqWYmV/huec/QhprjKswxmKsRUtHEjf4ja9cRTiJFlGdgI5krtVDVDmxSlhpLDPJJYeTIf2tA+Yf+1E+9OjTpHlJY3oTW+VkueXRJz/O8v0fp7N4H6/uR4ymESMq2j2HLC3eKYajAq9iCmvoCk1DJ4jg0M7TwqG1JO02SUNSy5plQGGItKLVUDRSSRrVeFodR3ijGGdTyCqyskA0I9qNhFkt2d7d4s7OETK3OGvrewnU4L5Qk9CkRAqFsRapa5bma5ff4vWNXd68dYdz953iMz/1pxGl5+LDl4gWHuDpT//7PPnEc1CVvPHubUzUoDc7X4vidIQXHq8sstE+yfqQFFlOlWekvmBt/RSdZpM4qoOuKlcHVlXWkk3GNDstquDAGbqNVh0cVFV19IIAU1qO+yNwknYjrb00gho9icL48D4uAFm/3kqj+ntfC+okikDEeORoNiRJZ+UDj9Pvim2IlApRGryzNBoNslIwu7ZOMXVkx8cooWgkCcZbsmlB5COSOGHn7gFzSy0eeOQs45uHmKTe0hTO4K2nmaRMTYn3ntJWCKGIkVTS89oLL4EUJO0OaBBBIoOtDWY6QuUZWiQkjDBVTNJJT2bWQBylXPjQA6igGewcMzPKUN6QmYAdDui1msQqoZHGhCol5AVVrBgfHVHO9ojbPZx3FMbigqDMKiLvWFtdIB/2yZ2t3ZxQZ6s6cEpjXSCKNUpqnIfZhRWmxZTX336L69evISVUecZ0WueNWuMBx26/oj3T5Hg8rNO5rUeYEi8S8n3BrcMtzq0pVsqMu2XEt3/h5/jZn/2v+doLv8O/eNcRf+cVwuIpHkvH/Oxf+ctc+c5LvHnjLm/NKC7eu84fXau4fZTz1pVr+FRxMPI0epJZnaB0YLOf8aXLm1TGcnt7yOpSl7m1Hkl/xFwDfBOWOgqpBM7VtvXIOqpg8cWUUz1IllZ4qjeDLSrm13roRoN/+Gsv1+9JMETUoc9KCnQIxI0WPk5AaZ577iN882tfRhpDECVVZfhHv/pVnn72Af6jn/xzvHl9l+p4m69+5QU++fGPkNyzxtbxkB/+1A/yG1/8KpfLDT41u8DYCFouhqKkgWC+E7MxHWORzPfm6edDhIwY9if0JyXLtk5qE6HWrAQXePSZZ4hUyvHBDqfuPYv56jsUhSGEmgQWQkVReDbyKclkzOrqBZwXeOpwIeU0Lni8AkMguIpUKpTSGAq81yA0KgQEEYf9I2aWe6Tz5+HNGx9snH7gkf6v4wgnxCMtyV1Fu9MCwKYJhSk4PDxAyFq0NRlPaacJgyxHpJrjyYijm5tc29hkoTVLWfn3QSLA+9wKoSOMdxRFSRHqgVoUBVIrhFK4k1QorWOOS4c6oVb7KsPkOcKDCgL5nvvSO6ywtKsJXRXwRUHuPdY4yqqkyKbESpEmEVpS49xjTf/oCBEMzlSE4JDO0VSKZhTX7EUFSiiUULWVW+kTjiY1T1rHaKWZW1lk/7DP6HAAVcnxoM94OCQOAltMMZUjOIPBEiFxlUarBEHE565c561RQWe5RRIFMAYvIg7TZXazjLt3NvkHv/RzjKcCLacY3aGsLFffvsqrr/4RtwcZMY5bb97m22/s8qu//TKD65tkI097rsXbG32uvDtlJ9N84fItfvmzL/D0wx/mf/57v8j3PPYUi41AkVm+9fYGYyXp9w1T7ylNhbEVwZY0Uk3ammdjWnG5H9NUilQlGDwyatBstbh6Z0CrqXHCo7wnlZJWHBFFNWxZRBoVxWzt7kEUIZOItB0Tx5pe4hiXgiMKjnfuUpQT7l9f48Pf+/0ok/PZX/9tekIyM9Nm/dQqg75Bo1iab5HGAWSE1A2yLEPKBr3UUE4q5s8uM5nmzKSSw7ubpFGEd7XgJ4RAmsQIFdCpRkcxCEmcpLXKVUmUg7IwZFLiEMz2WnXmqlfgJF5AOCGL6aAQBKyrA5DqHVgdp/BeKl9uDE6kLK7Of+Bh+oEmCyHEbSHE60KIV4UQr5y8NieE+JIQ4trJ+Y8PWRSCtNlCKU2z2aawnqoyNDzEOuHqtVvQaJOqBMyExGccHx7z6SfPsbq8zsr8Ij/2pz9N1G3VwUQVKAS5KUm0QsUKEfxJfqog1YJOGtFqN1ldWaXTanNq/QxLi4ugIW3XduUcR1XZ2jItFQZRw4KlxhIjhebtYZOLS5L5dsy6g8pZJlnOZDLCak3U7pHOzdDBo23F4eYBxtk6ycvVGpPSFCycXq+JVBOPsTX32oc62MgJQzNKWOzN0Jrp4lzBjbffYnK0Sz49Zjw6ZjLNGAyH7Bzug4DK5FTWgA1MzZSf+R9+gyJISjwt1QOryUeOrCjQynD77iEGwfP3LbA4PKQ0Q9zmLk8kkkfvm6fIp+zu7vN3f+kX6fXOcPfGIf/eX/zLbN3cY3W2wd//7W/ysY//KT7yzEP86L/zk3zzhZd4e+B4/pkfYKXTY3+yj+o0WTuzzFyvyUtvfIfxwZDRXk6I4eadnONpi62J4T//ha/y3//aDQbhXv7ZlzdZXjrLG8MG7+xXXL42Yr8qOB5bPvHoWXqlIKoss4lEh4D1jsVGwmo3RZiCRtJgmGVMpxkqBBplRVqV9NImW9t9osmY3lyLz/3W7/Pt6zf47/7Kn+fn/9bf5PyFBV56+026jZSjSc7qvWeYmetwdLhDu9dmZqbJoH9AZkrseMxu5pid6XLr2gZpW+NERLc7j5AOIU4eRiKg4k59n6OYdiviyeef5OlLSzWfxQUqNMfDY5QHFRxnV2fBR7VHRtZ1OOc9Lkg8tUTeeJiGmpdhkZSuxv+54CmKktX5GU5ffOiDDHXgX8/K4ntDCI//S+El/yXw5RDCBeDLJ9//fx8h4F2gyHI++tGPIlyg2WwxKXJmZ7oUZU43qTsl9993P+1OFzHNWTu/ip4YkrUmW9fepSiOsaGiN5vU+zYvyIsp1gYaSYqWEKtAK4lRwdNNG7z8jZcwpmQyHeORqLiFyS1Ujm4Y4e0UY8zJv1kTpY3zeBlhscw1YCpbpFXOanSIEJrgoQyOCMHcXId2nDI8nNI/Lnj2E8+gBBSVodb2BVpJwvzMDMHWqw0hZa16ROCsJ5KaZrtFEIFpnjHNp1gfMJXBmJNgJl9bnY0xVGWFPom88y7gg6BfBXZ3hoDlrBqxd+OIq9sbzC1qzl5cYn6hQzWY8Fq/YOV0k+juNj/6yQs8+sMf5f4HlzH9A6bDETPb1/ndL3wJV2QsnbvAzMoM7c4MGzt3GJghm7f2+OwXPoukyeDIM00kJpHsjka8/PJbrK4vsb2Xc3Brl0xopvmESCqiJOErl2/xd37hZRaX7uPxxz/Ew889w/xMm5mWpzzeYXl9nWbUxVcR+4OK/iSnbwr6xiGdoBkZlpsxE6k5Lj1CeFpJg3tXVolVi5EV9ENMKWKyyqAiSafVQXRnefbCKk9eWuEnf+TP8mf+3E9yYXUFmTRrnUxcRx82WglRa55plZFnJdsbW2R5xVEx5WgwYHvYZ32my6mVBeY6LaJEnxTM3UlRUlDY/yseURIYXbtFY2EOaWpOSOlL8iwnKImXnnaka4GaEIRQA3bewxX7IE7ufai7d/4kM/U9CzyBZksx09R0m8kHHuj/JrYh/xbwKydf/wrwY3/cLwgBzjranRm+/tVvkJcF2TTDGEOqNFLL+k1xnklp2ctHhKqgLC12QXF3a0J/f0QcRVx6+iyVDaydnqXVTpC6RZTEbB8e0h9O2Z9MSRttcqDVm6XVbrNxe4ezayuEMseOJwivEQrOhwHOQWUMztj3obDGW6wzBCs5t9xinCzghWFalGib46ZTwnTCYOeA1799lW9+63V6S3N87BMfpZF2qcqqvtvWESkFHuJgCcHidb0lk1qjpCTRERpBnk+ZTMZkkwnZJGMyyeoWbAh4KTHW4JyrdQre4a2jOpGvg6QRC169cUBKxCOXTnHfA03WpWJy7NnbOmLGSB6fDeidgplGytr6AtPmAkFoOsk8LZNRHhxwtLVPIwIbNC+9+AK5j9k/HPP6N77FRx//KG3Z5Y0X/5DdO3e48sZrlIdDyrxkuLvH9ddfZqY5T7cleORCl7tX3uLK5dcxVrA/ibjvwgXmGhFKB4pQIkObTrdHKZscZpaV9bP46ojSgpAVWkFwgQUlGSlPEZosxQJpKyZZwfHU0D8+wiLppY4F6ZnvthgVOZUXtNIU4wNH+4c89PEfYe2Rj9D+8PfS7d3L2j33kx+NsFNHK2kwGhzQStpMB0ds3dnn2q1N4m7CeDziuCwYDsckImJvMmFoLSiJOwmBRko4IYnXrGiHDAGB5MzZFRbWVnFSUyPKPOOyQsUJ7U6LWKm6zR7CCXO3jk/w/r0sk3oS0RKUP4HqiFqAaEqLCB5jctr6g5cnP+gVAvD7ooYo/kII4ReB5RDCzsnPd4HlP+4iURwjZaCqLZcE57HCoiNFEIpWq8XmnQ1a3Rmub95l6+07LK3MkEwyskHOpbUlOLfG3e0dkq2cM5dWuX1rg+Oy4uhoyj2ywyc//VHe+tyXuPepx7i92Wdh7RRvXb3B5GgL5Uq++LlD5NwSiZZcLA85JY7wyjEOEWVZF0y1VvX+UwS89eTAy9dGrPamfEcuII53mVZHvJFnLLUVz7W7BBu4dOEc6Uwbr+unRG4sRVXW/AcDRWmJuh2mxweYrCSJY6jqSr7ztbHpeHxECAHjDVoIkpO9ah3q6ylLdxLII/HW4IJnrjvDYHRM5QTdZsS3r2/z6Y/ey9defpND18aKBdTYsXZulfx4yhv7h1yYlXTjRYwMXDvYInEFZ1Zn+Qv/yY9w59Zdirzi316cJ13q8Zu/8vfYmMaYquKXf/l/4ROf+AQvvnYDZfokAo7evsavjTIG4zF5Jnn3+pt8/w/9CDf/2h32+4doHXjz+iHPTQyv7Y35S5/5M3ztxW+h0yb9g20G2RHBKzLf4Pj6LS4vvYFsdcimBXEzYm5hkaR3RD4ZYwrPVJW8sGNI4ggvDFqnXFiC/o1XOb/cY7GTsNHP2UkkJkCe5eyOD3nukYdZX3uItNNi/2CH3to6jSTm1PnzbN25Q7fX4fbWPi/94Sts3dkF75mbm+ELX/jdmhzvPBpNKa7y5qsKnSScWlrh8ScepxJtKmtPXLwBh0U5i7WWqakoSkFU1glr1tRB0IPxlChNuWdpmUhritwRod6PKajz1WsIlEEgnCF4QUmN+rKuppFVo5ypEHRLR7OVfsCh/sEni4+GELaEEEvAl4QQ7/zLPwwhBPEejfX/dgghPgN8BqDdarJydpWdO5tUpcEFR6LimpqlA40kZno8Zm5xmaP9nPnI8MijF3nx9Zs896GnyO0AceY8R7e2kUqjdMzjlx7F4di4dY00Fbzx0qusPHKBo2zC/tYWwYMPjqTRpSxz4lBwbjGl3ergru5AXP/bwVvwAosD1Ptw4SAlsnIs9wT7RxaT5xTTChzYvODU6hJCpyhvkc4SyYgoTpEioK0gQlIYi5YSZw3GOFQUo0+oTZIIIcVJ1mudUhVO/vZ79CpjTV0EDQItT5akdd0dYz0+K5hptBnlGcIFRBEQ04JHzy3jc8HexoRWB7Y39qhsQnti6M3PcfrSGbJSonf2CH6K8ym+VMgQ0T5Jhl9MBOsNyc3be5xrdLh7+Q3+yRtvk1CASpmWJQ8vSu7e2CCnotAj3tnf5a++eAUx6deYRAedpEErNmxt7/H229dZXJrn3bt7JNOIpDTcszhLkY85tZ5y+eWXOX32HEdHxxR9w3Fl6B8e09Ae6wU2gAiOhfkuPgSmJSzM95iPxriki9SOVqdJbsBKx5mFWdYWVpjVEWjD8biPFQlXXnmFp559nqO9vXpQT8aY3UMOt3Zw3rK4uMj+/j6VrYFM3nhIHLFQVJXDuZI7W1uIWLM49yjnF2O8Duig2L15i3bSRARHfzrAoYjrDyNBCrTqkI9yhPR055q1nB6BgveFa8LXWw0dR9hpYDQ8xImANQ4tIipXwAmlzXqBqSbU8Ukf7PhA25AQwtbJeR/4TeAZYE8IsQpwct7/f/ndXwwhfCiE8KFut0OcxJy+7x5aCzXiTgtJ5GFubo7ZTkpRlFS+Imm22C4iWr05NoclG9kEsf44x0dH3PvcA8gzy3jveP36a2STY2Z7XTqNecb9IVev32T/9g5lNmW0tY33lgqFSOpE7ZZskuoOR4nGFlC4muPoXABfZ3MGB8YJTF6feypw5FJsYagIVF5ADK1ei2BzmokgSRJa1KlV1oOOAHwdgxcgijRECqki4naDyhjyqqJ0puZOSo1ztq50IzHW1pzRELAhYHzt2BQh1DkV3iNFrR6NWzFnl5dwUYxuxmQq5fevjnnllTvsHw7ZOcwYbh4g9/doZMeAI8iYV9+5TbrYw+kuUrfRkeMgO2JKQVY58uOM+VPzlFKQKsOeLHCmFreVCi6eWeCxDz9IMy5paIcztQ6lG+dMgyI4yXHQPP+J+9FpEzsZs7W/hwsCKks7bXLPh57lme/5CJsH+/SaFZPJlK9+9RtkwzHSGsbjvF59BfBCQghYFcCUGFPnjFSmIs5y9gaHjCfHdSCQrTGB0lp8IhiEnPH0kHI8ZDYpsNkhiawH6STP8WXJ7c27WOtYWlhkb3e3TiITAS0FOqodv8bWaWTOWlxVcXB3g9/5/De5tjcE0SDLBhz2+xBJnBBUBTW7Q3kcDrwFb5hOc3SA2bk21lt8nRWAJdSAIAlBCVywtNqC4/6UymSkkWCkIhrNDs57iqoi0glZVaelftDjT3wFIUQLkCGE8cnXPwj8t8BvAz8F/K2T8+f+uGs5a1mdnUUnCWmzxcbVmyRRQlUWhMqghaQ/PaJx6w4r58/zyBOPsX93m49/3/PcvXWdK29d48lnH2E4yGgGWLvnDMejCYPDI5yydJo9Hn7iEpODY16/dgOtPZXNyPczbKxpRSmmNc8r796kkWjOTEccNwNyGvAJeONxwp1g7AWhKHEuo/AR1/cq5sd7HDXatON1BjtbPPv0o3SVZv/GHeKohbQ5k94iC2fvQWiPtAZ1IhbLsmOWl1dYWl7jYPM2Ia5bfjZ4SmMJSJyvnxo+1O+FVuGEDF23aoOtxU7qJHWNIImbimcee5hRf0BrdoZTUZPJ7iYvv/wu1eGUKhtjQ0QrUrRkYGGuwY9/8hlevPwqM6bg4bMLXLk75IlL61w96HPvYod7zp8izyo63VmQcGp9jf/mkaf41nde4bFX7jIz1+LshVXOPH4/k6wkSts89zHBSy9eZrsQNPAMRgVPnl/jWze3+U9/+lMUqsfB8TFLoy1+65f+ERMvUN0GhRe89NLXeP4TP8gTf/AV/sbP/wLL3QYCyf7xkHPnH+L6iy/SmW2ghKbY7SNiTUNoZtptIq3YyEomxxWrax2iI8H8XJfr24doFRFcoNkW3HPqYYYbdzh9psNByBkMBiQzS2yPxly/dpMMz+bhd2jFKTPtOfYPD+ruXZpSVvZ9xahzdcCPtY4kkmgpKSpLK5/w1S9e5vC+Paax5NMf/z6O+gc0Go651ZQXb99gPW4iYk3kFVI26ZeChop45J5FsJ5Wo1XDkWXdMlWqppO3my1+8x9+kS9cuc768ix5POWv/9xn+dt/4yeJjzQ7h++imjFHGwfvyxE+yPFBpptl4DdPEqk08I9DCL8rhLgM/FMhxE8Dd4Cf+OMuFEKgcp71tVMMS4NuxJR5QTuJyJ1lNM5Jk4Tj0ZReNiFtNDjK+9wbTTm9fIrNzat4CqZTw+rqDJXxpE1Nr9OjdBJxXODTmM5ik+cXn+G1b3wLQy2hVqbCWktTgRCOcmTQwmCCQAvF1AaE9Szk7sTCLuo2mNPYItBoCg6LHiooxoND2s2EZifl9jjn2ScuECjJDo456h+w/c4OKI2OWnhRu07jJKaRxhRVRVlWBAk6iShNSSRiUGCtodVJGI0m9VPU185MT6jTumXdMsSD83XtJ3YR37l6lYtrK5w+fR8vvvIqRV6w2c9YmU1Ylh2QEZ1ewtb4gOs7B3zuy6+x3Ei4fuU2Kji2JinNcBNtAq/fOSAV7iTJPgJRcBA38EHQSmd48tmI4Oul8u3L74ConaGJ9Dz9+HkW7xxykBW8cZSzeh4+9vwDXL96i8TX0ux2M0IdHjPODNGxpjE45q/+zM9QFZb9/UMSqbBCUEwzVDXH3u1tytwjuyn5aAqxRgpRK3ZDrdmICRwXDuMlRWmIsPiqFrw9cHoWD0xHd5mdNeRHJcsLi4SZOdqtAeRjbKhZIQiBqwy5qFA6QniHMbV8vyaR11kl70cvCoFUEggcTXOy0pC9+TYgmewdcHZlllhYSis4OLSUwwmd/m1UEPgo4vDoEKI277xyhU3lQQmakUafpK/Vk0Yglpp3bl9DxYLgAjI4hofbfPPzX0EXOe+8s0UhAkZrrvzOr3+AoV4ff+LJIoRwE3js/+H1PvB9/yrXUlqTdnoMj0ecPb1O4jy727vcuX2bwe3b7GZDLl58hBt3Nzm8s0WjmyAbDXZe38T3mtz/+Cn279xFRU3+4HffYWm2SWi0cKnizJl72LZ3GQ6OmW8o4pkU00iwpUOEEu2SupMxyt7PrigSQezBKcdkqhHaM9js1zwGWYteBIKyrBgMLeMywfmKsbHc9/g93Li+SVlY/v63Xsdaj5YRP/jxp1idbbK6tEgxHpJlA27dnTC/sMj6uRUaSUJvcRmCwdlt4iJnMi4QIcJZz/pMk9NLs7x5dbvueniPDPWH1QHOAd4jJLSSBCkDcyrl5o2b3Lx+ldW1VVQCgzwwcp6ZdpPBwTHHk2NasWB45Cn7Ga3zMQ0FudTM2YoRczTbjvJgj42tjFZXMps2mGk1WU3TumWLRDaadQyhkCT4OiDZSLy1pCHm8Q+d4Z99/RpnTi1zz/pCzUdFYKscbwXN5UXy60ekXlF6R7BTRrslQTjiyDCyimpccqoZcd99SyifMq4K2r5Fgef7Hz3Fa1cP2CgN95+O6bRXGNzZYDDNSNJVDicDNIHc5PyHP/4hZF5xoOZYWThLmipml08BEj+tiOY7HO7uEbTGVhWR0wQtmExG5KVDKlBS1asJBLHSxJGiyIu6XRoC+ICOdN2lijTHucfagmXjmIkNUqXEpaLXimn5ilaviSoCFZ7SOnzkmO8kKGfRWpAEjwieIGqArw0ebw2H0xypY2QCoRA1UGc4oCM82aSP661RugHJZOtPOtTfP74r5N5KKbrdNs12m8FwxCif0p2dRe5sYMsJaapxeUXciJiUFbZImG/GfP2tGzz/9H1o1aQYa0I85WA44Z6ZGZ576ln6eZ9X375GPspZPr2EdY7rN+8wN9djd2unjqwTFUEEgnxfSEqQitx4tAEtPZHWtdX5hDpuQ10cVUriZURVZORO0Go1mJ2d4613d/nwhx9l+/P7aKFIlOcr37hMZQRJ2uRjH7qH7GhCUU0pRWBypWTjbp9GuwnB0mk1aXQ76KygGk1wGGzlSOSEe04tcvvuLtZ7Smq/gURhbb3CmEubTI4nRC7w6A8/wR/83pdYmG2TxhWdtMmHH3uKW7f2qRLLxxLFdnHA4NjwoVMNiqGlspao1eVgZ+v/5O49gixLzzO95zfHXps+s7J8dXW1RxsAbQA0CJAEQDMEwCFFkQyZxWhCipiVQovZasXQQgwtyCDHaDQTHEdyOCABgiRIAk2w0QDam6pqU93lsqqy0t28/tjfaHES0ELaMHoi1MGzzIy4ce+59//P/33f+74PlYnYP0hZjkKCIXzm0WUCNEVtuHFnxMbSZrOBWvNjJAAcMUydIZQKc/Q3lzsmo5K7g32iR9cpjEMJSyAEW6OCyjpEq4OzQ7xrsizysmJRO6I4ZpjluCDgwuNn0S4Cp/F1RZ4VxHHI2RPLdCPFH728xWDkmI33qbOKO6XhCaGYVQ4hNZESyKoEB3VVc3V4yBPnLyB1gLaeWSKYTKf4SLI3nZHKgNo7FjsdgkBRuRmIZoJXmiamznhHGsQEzqKkPDKXGYRW1FWJr5soQyWDRpZtjmwH1uPDEG0bha/QClvWGOMp87xJDhMgkBhpAd+wSo6a3s6BrUFriXQCKRQqDDC2kYMbArx3KB0eZaZ8uOsjI/eOwhTrFbZyLPYWiJOIjdMnkVLSlgHXbt6gl7aopCVQFePJIaMsg5nj5GbAwtIC44MxC8uLFeYs5wAAIABJREFUbK6dJOgFiKU2P/Xk42ye2GhAwG3Jcr+FHU1YDDSxdbRDyYISbGjB8VBwImji6rMKSt/Ihn80I28WRGNpFbKxQGMtU2nxKA6zjLx2TAdTRvt7PPupx1hbWiKWAZ0ArLQULmM4mSECQa+/iBYBzpSMDw7YunqV29ducvHVt3jj1TeJ2x3ShT5GKQ5GFdZoFjpB08SUEls5QFEdNTiTdorNiwbvJ2E226fTb+PDiK3tGXuTnJ1yyr1n76cnBf/giyFoz8EMji/HOFMxOJjgvWFxscOplYCPtyac6YxYWtRIFWNkSJQEnD+/1jg5bUQg3I9ZoI0UTGK9p5YWoyxew7hyzI8mXZVtJEOmdmS5ZjaacWqxxc999mGOLSzSkw1vFtHM5qu85ql7T/CZswuc6LfIqTByho1iagy9oKGW91a6/ORDa8wGE/JiyqhUzGWCRVHVjvbG+lFAcJMg71NNl4BsNqeuCoI4xs0KGBeYWUHsG89FIjUqiei0uiwvLXHy5CnCNKHT7R69niKvKixQ1Y7KeYK0DU406ECaHoexlrIsmXpBEDZcl+HeDq1OREuE1JWndhJTWUxRNCHOtUXUFmUlARpzJPeWSoOF3Ho8ClSAU5rSSIraI6Vu3kegmNcOr/6exOqFQcBiukAdCxb7XWphObh+l9bCMm/Uf4HWNR0s2c1t7rl3E+MVvV4LdRDRacONl27zwJeeIbMFtRnQ2uxx++oN1u45w/e+/wO+/JUv8OfPPU9dGX7lV36Z3/nff5OWizncn+BtRSCbJl8QCGpn2SugNhAZy2KkSZRnNC+OphIWoRVeChAhrdBwJgrYy8ccSsWL33uV8+dOsLi0SJy2ONg+ZGdwwKlP3MuTq2vosEt26zK2hqrMkEcwHS8kxhgMjnYrRUkY7ByQVYas9gT9lO++foXHzh2nv9JmY/UYF19/lzQOkIFiujfCVFMy4ZBeUON56QcX6Xc63Lh2m3YcMhxPGe7v8Ftvf43vfeuH/NPf+B958FiL5YWS5166jXUKPat58MklarnAe69eY6Ylo5sHjLKQ6PqMVuq4cOYkxWTAQ2dOsrTgCeNNpLAURYUBKuepqopQSor5HCk0l65PGxxB6BHtLi9fep+9m3NyNycE3r611xgJF5d4/LOf4IHjCYGpm4GfVrhS8d233sdGLZ578T2eue84YZgyn054/KmnWO02/NTTH1/hP/zZd7l/8wJ/8/ZtgqjFfF5T5wUmr+m224ReUglHp9Nm9dgqSRwSGEEoFNLWvPnqD/md3/1dVjodDvMZrShh59odCmsIkgi/cwDOI7QGBFJKKmNQUnH+3CmuffABo8o0SlwVNvxe4YmTiMtbu9wZZZxfa3Os129S7TPHtfKAVqvF6+/vNo10U5KJCl0LhvM5QivacYQtS8AjFNRH4cuRFIxHQ4ojf83cWA6yisJrdJ6TdHoMs78nsXpeCFr9hDrSuLxkeDChrA2urLBLC6jJASKQzGcF4byiTHsEQUzQXWA4ylGLi9x89T20KukHm+xXM+a3tnn08Yfori7zb/79N7nwyEnuvH+H537wPEGnx/DmPl54sIJKwKxu5teVBVmFOFUhVMCJtUXWT66Rpq1GuvsjsjdHKXG1YTbLWBqMybeG3DgwZJMhb/9wzKNfeJLJ4R7ttsbd2aaQETl7XH1/l1NrS/S6AdQaJ2uwnjQICKOQaWWYlzMUAaGW1HXBA+fvwRcV797Zpd2Kmc1vce/9J5iPZ9zaGVIJjxKgDGgp8DimecbKxhJRmlBXBVJqJAFvv/Qqn3jmYdJujxvXD8jmc6xRhIHAFZallXUKaxmZq9TTKf1A00k8UWTQLuDK1R2EKXn0qWVUq0UrUWgEQVniZaNIVUe0LytKHCHff/8FpISFpMU71w65cfWAc50Wq0mXiwdztBcMakG2N+Kl+iInT32e8ycXETSM1Bef+wGLaYQcT/j8o/egRU4sCjIleeTxcyxpifSQdFPyP/5b3r2+g8NR25LaNZkpw9ITKDj7sfuxpeWlm4dceu9Nnnr0afprfcrKo1othLPM9w8QnZTAaNqhxHcT7h7O6HTajA/HOPwR6TwlDkPCqsJ7z+7uHhaJlwJTGXqdlDSOsbZmPs8Jw4Q8q4j6S/SXuojxhHueeJA339niW69eZjLOkJEn8Ql/+PwdLpw/wVOPPEI3kiRaIYM2ia4pS4/TKeeufp3Le0PitsRWsLx5nM17H4Kypn7nbymFZO3C/bTPHgfe+FDr9CNRhpRFibUlzCvwNaeOb7B5bJWlpQ7rmxsU1iEa2x47e7tYH5AurtA9doJyOuWBhx/i5LllRO5ora/jZlPkiQ5/8dyrhHFM0opZC9tsHD/F1Zfep9PpoANFIAVCCTqpYLGTkIRNBG1F462w1rHejTi2mNCPoRdDPxa0AksS1ISBxVJgTc5gb0SVF0RCM59kZPkEU1hqZZhWFT7LqccjEq8YZY7Xr2zzyqUdrg1mTGpPkMSoQFObChVIuq2Yw7rmnZs7vHtzlzu729gInnr8YxzuD8nmM957d4v3rt1hY3ON0jUNMBkEFK4JExJOsHt3H+8M3guUBJTkO3/5RyxtrNBdXaVXOOTI4AQIA0I7CCRvvfYBk8GcK7cOeWd7QpYbBlPLuCpJ6ymYmm//5Q8ZDWuK3DRcFq2wtgbZwIIrW+OspS5KtvcO0GHI+uoSl15/l1h68rrgYA4yTtBBwHKs6AiFzOCVH76DKWpqa5DOcs/ZE6xFnrMnV5jsXCNRjYu012vRCQSVrclszdatPZaihECHpKKgxYyycHjnKYo5QRAc+SYciRWMD8bM87LBHcwzOu2E/d0pX/5vf527uwPKokJpx1MP3cNCEjKbzIhaCVrrJk7QWfIiJ89z5vM5wyzDaYVxljSNKYqc6XTGfJ4BDWgpQNCNFOPDPSSSuRV8889eYjIyJGGLOOogVYgpLa+/fIV//rW/pb22QhSndPoJ6XLK5tkTXHj6Gf7Br36JRaXZH5bcOZjx5Z/7Asubp9m87zG8gNl8ysnTJznx6Kc/9Dr9SJwshBLEoWJjfYW8NNze26OwNa1Om3su3MMHV64ipiNkrBhkNadExtVX3+ATP/lT/MkH11l8/VU27j1DVgrevvgm68tLjKcTisyi7ioWjvd5/qXXOXP+LGtnVrCFQyQxtYdbhxmJk9y7uUCrFeGzgr1bh7Qjwfn1FqVIINAcMY4a+6/wCK/xzhE6iZaCfi8lzizlpODxUx2CKOLa3zzHsvaojqIbSea72+jgNKkUWGkJpWF35y4HWwqrG5GPBFwYY2tYO7ZAd3GBjz/1ONnhjP3JlOBExJMfv48wbbO8coJXXniZzmKLL3zuU9zY2mZ/5xaLWqO6fU6d6HP5vW2SdkxGSW0d08zwb//t7/Gv//DrmOE+ban4Jw+u8ruvb3MoHamS/N7v/jE6aNibDx5foBUKQqEpfU1Z16Rhl2Nac/99XXYvv84L0wn/w699hZi4gUF5jxRgvEV5hXOWvVGJpyBUsoniI+L0RouP3XOSs4+c473vv8aVrX2uTT13hnPywQE6bUFdUytLd3OJBxdSRsMxn/viZ/iDr7+IjCM+ee8JtCwofIjEsru1w7HVmLWTp0kvj9mLF6G7gJJXuXvrJkvtNoODOZ1+4wuJwoTp/h5v5EOWl9ZJyoiv/k//DX4+49a3/wy0ZvnkcaSBn37mQV5+6QqF1tQJDPOCoixRUh25QiWmbEyHUkryqqLdahEFIePRIVESY61hbCq2Dke0rCGcHPIf/vWb3LMoEaIJPKoBHUNbOYJeSEdYfu+3fo/eWp9f+a9/kWLmCcyMw+uv0eq1+Cf/9B9hvcF5TaAknThktHOTQncxswl//p2/5rNP/L8Gl3/n6yOxWZiyQikYDec4W1HkOXGoGQ4OScKQtNNjPpkyLmpyJ7kvEly6skvv4mViDX/1/Tf5ytJJNjfXmU+3ubFzSHEwY3E1ZpqPOLd2L9tXrlEnBjfL0FHMykoXMw8Y5BnzrGZ/PKHyaePNcRUtGRFLQV1VWNcIboAG5SeheXRLdKRIbcpit6Q1DHB+zpmNRYKuZnKwhxAOiaKwiuuHNcX4GhEWj2BtYxPha6Y39tn3NKg6LXnyyUd58/IH3H/uHKUWRL0esVN8sHWTMp/STTrMbMX4cJ+NzT6jwYT1swusrkZUo4TH7z/OjcOaz3/2MbZuDbi7N2n4pQ6wFTMtiEPHaqwZTmv+0409ykDhPIRJQqUFeEsI+FoSRglJADExYVsTCQdxzO7+lLX1dfK6YF5WpGkLX5QNANq5hoBGY7Uv6xJvJaauqZ3BypD1xRWuXNnl+29epzSGxTRlPXXcGeWEYYozhiROwVdNwneckjHm//zWW9zenpMpRyvtMcgVvTgCU1L5qoEdFRnK1rRkwOJij36i6XciJIr3rlzhiac/hsNy5r4LuCzHl4LhYMC+1bh2zGqqef9gzJlja0jhCaSm0+4gEYzzkrosCaIIU5V4IamcRWtNFCd47yiKAldb0qOcisXlZQ4Hw2aa5jwX37nN2aUOs0lFrAJWVldZ6qXUec2xXhflS65s3SKrHEXL07YJG0nMxVdf4+FHHyLzlrZuU9cVgfNoFVCZugFEecfX//yv0OT0ugkfbF+jPNz+0Ov0I7FZCCnJUHipcDpkPJuDcUfZEZLVYxtcubsFHtqRIrIhn33iAQJtuWVmTIKQsZvz9H1nkUsP8vxfP8/ZTz3O7YMRxazgYDQmczWXnn+DoI4QgSG2loVeh6ceOsMsn3Nl64C9rRnCwT0LKWv9kFY7pbINFs8ac6QjAGElHJl2ojDF2gLnarTSxGHA6uYiZZERauh3W3zs4Xv47a9dJAgFiXNUttl4tm7cZu34OtuuoK0FXoIIFXlm2Nsd8grvcP7UJuPJkAceeADxBtx89xpBnLJxeoNeq42tC966/D7twLJxfJUnvvoUC3KR/PIVIqf53DP38p+//grzyuG1wMqGilVQ0Vpah2DM1UnNZjtkablHNwq5vTdDhh4tJUpCZRxYx0I7QkrJ1cEBi4uS/NBS2jGnNpf51rdf5Ku/8DlaSYfh4WGDTXDNMV1IQ+lqwiDh3Ml1dm7tkvuc/cG4aS6HIW0VMq1KhmVAKTxXdw9RspE4v33zLv/qP36Lbtx4PnTQpGp1dch3X3iDv33xIvf2wBeOncGIJ86uICSMa8fSiXOUpWS1HeC9pLuQ8M77t3lgWjKcjRgNh9x3+izD6YQSia3muLsjdhPNvPZIHMV0zlholJV84v6TzLKCd/ZH3J7NjxzCEk1jMjR5QW0ayX0QhsyKnLwswAuCIGA+m5HEDf19twrwgWQ56VLFPd7eneDLCSc2TvLe+2+zvHqOoBgxT3q0rl/n5aslv3b6BG/+9fdIzp3gsYceoN1pUVc106xCq4hAFvyb3/5XiKTPQw9coMrntFspdfz/v+v0v8hlnedge492lFFKw/bNmyiliZIYbxq9fBhq4jjFes+LF9+i3++x2EpIwohFWbO8kPJHP3iLp584x53bGbm4wWw8Y3WlTTGr2b0zxdaGpV4Nc4cNJElY0pUBC0HEY2ePYY/q48V2CyUMWgeYPG8OEUfv1dFsbu4IGCyExviapJUSpUXj9Qg1aavP6moP6Qw6jmnHilDohsNpG5OaszV3rm8RSoHzkto52kmMUJJ2J0UpTW+1x9bWDvPDIcdOn+L6laskgSFUMKpyzt5zkv3BkHOnluh3OgRWcbsaIzodivmYB+89yZ1HbvPCxR0q4QiFBG9JjGY8mtEKWlh7SNppEQaS3DtkKNBhiK1K1NFo0CvNvK5xeU1eOe4OZ6Rhi6Jy5LOCvRvbDEdzuq2UNArJfXGU2gRCBvhaEXY0J1dTvi88UqbMyoJOKFFakNuavvMsB3O2RICzFVI7bG34xp88z0LS+CSk92hjG50DnjhW6CDg6mgOZUE7iZrEZmORWnF3MKCVZ8QSbF0xGY2pbY21hmycs7m2SV2UzPa3IUwxxhNFKcZ5RBAgwwDrPUp6rKnoeMdeUXLP8RMcfPA+SutGrelc81m1pjaGdruN1gohoChKBJ6yLAgCTagjZBgwn8xAS4pIM926SawUsfe8fOkiy602O7MhJ45tkM4m6DPn0DeuszMas7y+wuH2NtV9F1B1jZaSQHlqU1HNc+a1Y3WpRe0dhWnATcL9PdFZCAHWOeq6xpc1/STlzInjJGlMnuVEUUg7DmnHEd1WSEtJzHjCcDxillXs703ox10Wl1rcvbrNY585j6hLdFYxGE3xRYnyjkh5ZvM52JpISipbIQIFCrQWpFHAUq+NkA5DkwvhTXlUg//IHtzI0380r6+twXuIggTrXQPhsU0H/8yZk0RxRJabZtJxtMk0lL4moERp3SgZLVRWYFHEQUAYhw0fJGmxGLXYurlFtx+z1O8hA8VwPKYY7LA/2KfdDtm6sU0UGVpRjCtKji11qE1OWcNP/PTT4CwaBTagRjZS50GNloZf/eVn6YYByglUZSgCSeEc7ghWLfCYyjCtSmbO0hIBYQ0zUzDJJ+xOMto6ZDrNiENF0WTwI3WI981kRAnPer/Lxy/c2xjghMU4TT8yHGvFBFIwMwVaeryCuN+iFo7nX36NTprSKoesYlkT0JEgq4JqXFCPc7LDIZqQyimK2mC8w2hJIgOcUIQqJEZgrCXLS6wzKCEpioK6rtCB5N5zZ9hcWiCNJe1WTBrF7O4dkhWWeV4TIplPplilyLRgUM0JZYDyEltbOkm7ub++wXEWRUE2z1hcWGwiB6BpitrmxNZI9iV5XrA7OEBpRRQqFlsRS+0WMlQUkzGHO/v0CJiUGWsba7xze5eZKVntrzTCwTBCyqZXEQWK6XRKpSIchlAHTWykdg3u4kNeH4mTRQPGtfjAMxiMKZzBSk+v38UKhbWG1V4HHcRYadifTlC1R5Q1vbRN6S2/87v/kV/7xz/Lja1tpu8c0t9Y53Nf/Ax/9uff5oGTGywt9Hnxu28yGI1JAomRnl4Q4o3AAlHQ0KakcGAFWoUQCPLaYaXA2yN1J43SU4pmWiKUJG2n6FQT7Y5Z6LYIdZMs3ul16fS6zEtHHDSJSS2Z0JGCylhq6yjLGn2UUyClp5pNMbbkiz/xKN/82neZj2e8+t5V2kFEFEScf+gMrzz/Bk/fd56x1Yzv3GY1abHLlJtX93jg/haraYvr+3tcOLaKlg5pI/7X//kXUVLijiLiA/EjQpnn7t4hTkBtK5yKWPCwmHjyOmZWllQEdNKAedX0H2QIOEdSGyYziZmX/C+/+Rv8yb/452ye7h6lc2mMsTgrSYMWWen4hU8/QBFWfOHjZ/nOazeZFHMuHFvjRpFxe1AxqS0v1xX3nr+Pzz5zjn/2m98gbjUiOZkuNaQ5KbHGkMYxa0sByteEUvHK+7vYJMB6SRRBoDRjU6Erz627d0iziss7E/qdBR599H5aaUztJG9eusynPvk4OxNLp9OlE7aQ1tJrC5Juio80tVZYJdm45xSisjx+/BiTyZTb23ukWuN1zMFwjLMWDERhSBzHOGfY2d2jqirwniBoZOOTqqBHSmEKlIBQx/ja4eqKqBNTzsbU3tJtLRAoKELNfH/Cfl3RDtv85+9e5FNPPUJwMCZNOix22tT5HKxj68Y1Wq1+ExiVV0wPpsRxRJaXH36dfuhX+C9waSmxXjOa58ymE7TUXPvgFs/91fMIFNWspBUHtHohadqmG3YQDiohuLE7II1iRkXJxUtXuHlzn+2b2wTe8P1vvcz5U2d48dX3CJMWj37yBOfOHCNzlqI0lFUTIa8CjUagaazGQoBwrvkCaXwgtT2yhRuLwyFUs3VoJIET6ETijSfRHCk9weApa0NRl0jxI6VlY0wLPIRSECpBFCg6aUSv02ap10aGjjcuXiGJJavLS/SDgO5CyOUr77O/N6IQirSzRCIFu7fvkoUQJR1u3t7hys3bLC+luIM5eehwMkQohxcKR/NEE6KRDlup0AEM9sZUKmBuPXjLWjtEOEEYaNIwwJqavKxxHuZZcRQyGxAkEe2upjZzips3UCqhHy1QG4vx4G2FdYbIG0QE6+tr5DPDxz71Cc4up+yPMp7bz3nj5h6j0jCuPCMDX/6ZJ/j3/+47tPoxs8xQZE0OqTUVRTZDeIctGxm1lgFVYXjs3mMIC9I25DXvLLJ06H6bVncJHUue+fjDbC7AI594CG1Beks1O8TmBu8ryrKgnk0YH+5w+9Y2NptTmJoo1KBjpBOUvqDTbrG0eowvf/6TPHbyOKkK8cZghEcFijiNUVJS1k1AtK/rBjJ0VLYqpdHa09MS4S1CepwtG3WmMWghCLwgchW2qMlmM8JOC+FgudsmihLu7I3oqpjJaEQdKmwg8RIGwylSe1CSQAm6C11C5XH+78nJQmmBm+xza2/ALJvTSmMm0zlhKMknY/Z39vhgPsGFCpFb7ju1xDXhORiMSHWAMo52LPj+377D6slFdq8dEPfWOffEKYRMufX+LRYWUw72cg7u7iKtYWKbkmFjsYuva2Ssmi8TiVeyyZEQAlc76toitMa65nghvG7whTSSWkOFLDWOBNmPePPqHo+e7WEJUSJgeTEmqxobcyPRb+A3zoEOAhACVxtUUPPJR5/khVfeJE3alFXNnbu7nH/gHFXt2PrgLluXrqC95a2XXuD4hQtoFXHzjXf4xGee4a4o6OqQnd0BB9NDbHEc0SqwIvjxEdmJmiTSCKVxpQHrGOwNcVVFK4rRwhNoiRAhWV5hvcBJRekcUgg6SYJSChkofFlic8ehhoO7l4jDCkON0gHWW0rr0UIxnBZcOLVBq9NhMhqBtvzSr3+JP/rGX/PBJMeHbf67X/sc/W6PO4MDfvtf/ieEDBjPCgprQDhc0QB9Qh2hjxirZZnjjCQOIhYCwdPrHfrr6zhzQBJFxO2A8XCESRKWkxaXLl3BOvgX//JP+eovPtuwVaWhcIbV1XXmBwekbU0rWmKyd5c46TAdFay2ewynh2QELK4u88prVzBScWe0y/rGCXr9lE7RYz6eNondXmBcE2sotSROY2IH68tL6KogFB5MzVQJ4iRGVRW9ThtjK6RW5EXRYCZ1wP540gQR1zWr7RQrKz524jhXPtimfNZSTSp8XmHLGucdu7sjRLuD0x6pVXOPyqL5rj/k9ZHYLLyH4XgIOMIgxDsophlKakZlznA+QgvN8WOneOvy23itmWQ5rmE4EWhF6DUey97WPlGg+d5rbzCtZ9y5uU2iJfXEESiHCjReBigpqOoaYwqiqEnAat6MbGLznGuchd4iHI1iT8ijceCRF8J7HIKQNr//3Jvs7sxodULeG4ZUWc5TD58kCEEK8NYQRlGT3O3cj6mTUjTliRcCHydkYWPUKusZaRqRhpo4bPG9Ny+BFtTOEQvBQm+JuN1mUlUI61E64NipEySh4NbgLvOpwdsI6SIMpgnYcR4tVXNWcpY0UMwqy3A0IQ013lToOKK2tmkSetBSYyw4DOrIhh1oRRRHzLGUtWNJx0ynI3SoG4+Ec02pJhVSeLKi5tzxZeoqa26z09TC8ytf/vxRJoRCRwrnJV/7xqtUpm5CbUqHVE3ppERTAjnffFYtBKEEKTy1sShfc2q1yzs3r3Hy/DFaC6uU3tNpd7l5sM/ZfkBLaYKWZTCd8t7la1RFQZFZ3n//XWbzAfW0ZGlzCS1DRvmcwXTCTp5xZzznwWPLxH1JoNo89ulPMRoPWRivcePGNYYHUx48ts51KRjOs+ZU5RsQkHeOJElZ7aRgHa0kxuQzolBjqprK2qZvJSW1EYxLB16hZHNCIggZzTNCrdDeEwmNMRXnjy+wO56z0G1haURnADPr6KNJnT4KyhFIGSCl+P9YeX+36yNRhljryMsaJQWuqgjDkI1j61hTcXA4ZpoVGKC/tkhLeG7s7CNo5NHOC6z3HDu2TCAkHa0ItSeQnq2rd6hsRS0CZsNdemmAFyFZNseZgjRUBCEI0ciVReMMQ4pmgUs8hTXY+igrwrojHYbDOYsTgps7U/7qxVepBxN8XUFR0K6m7G/tM3ErDF0XK9osLqRUtm7Sl49MaUpKtJZoLaiNI4xbDIcTAlOjfUllBGlvmf3xhNXVZdqdHpUV1Fiu39wmKwosTfRfMZuSaEm7ldLREVk5xqvGvu7RVKYpCYSUhHFEEsc4VxGGmroySNlsAtZanG96Kkof5UZaj5Ihxgu8bHJRs6ykdhJHiCsdVV3TbrfA1gjRBPVwVNIdjiccX1vCmPpociBwCEoboFQz9ZFa8s1vv8zh8BApU4AG/ecb62XTXxY4AaWpEVJS1h6hY/Laksaadkuz3NbIMKIqZ4jSkJ4+zsqxTSwcneok5DmD2yPCVsyx9WPs7+9jMaSLi+zt3GD7/bd47+3LRFFEXVbc2d1jMM/Q8QJPfOkXePDpZ3n2y1/l7LFz/OKXfoFf/MLP8zNf/BmefuRxQgeRlHhjsM7TbncJg4AASzuJCGk8KIkSLEiHMjVFXR1tMh6DAKmwDjJjKXBkVYUxjrryZDXktaHC897WNkJ4LBZjPc5aEiG5OzlgP5szmRcUlWOU5dTuw/csPhInC+c9lXHUxZQkjjDWsX+wi5c1l16/BBZsWbL11kWOr/U4GM1JpGBxucfhZNyo5fKcfr/FYJahrSWWgrLKWegv4KoCIbo8/vGPc/rYDjeuvctip0N3sUfc6jHa38fUFlMVBKJG4xAonBUgGsK61xqBQnoB3uF0xJ8+d5E7dw5wgaTn4KeOR7y+X5NZz9xVfO0bf8ni2iI/99kH+PkvPcOld2/ww9feRWnVQGCERDmLQrCw3qMVC+rtXQoPZWnRztNpxaTnT/DK73+DQAd44XEqIa8rDncHgMeiyfIJZzY2aIUJ6cYmP5Dv4JyhPtrYRCgRziO8YDTLEN6w2F3ZVsXgAAAgAElEQVTAY1hdDPFeoJUiVI2Vel4VzMsmVMcDTjasTes9rqoIvECFEqEh6iS8/OY1vvSzX2Jnb0JtwFsBvkJEIS+88h5f/bmnmBUlQRA326VTCOmbe+nhpVeu8eblq2il8dYgVdPY9r55OutA4yUYVyFUxLws0EIyywoCqdgelsyNYEJMPMvYMztkeBZKQz4Zcms0x0pLK+qwslwyH94iXbif1199gfxwhqsrFhZX0W7ID7/3PY6feYik2+PYudP897/0ed66uMeJzU2y+ZQgDJAq4Imf/knEkSCryDOeXD/G/Z/9NHffvszfvPAiH9y9jbA13WSBbhzSjgWpdhSAUIpRFZBGskk9k5JIagKpwBhKPJQ1qVQEYQiBpDQlu/sHLLfaFKYmQBI/eR+yauZbZVnzc//Vzx45oo/8S0piccThRxMF8He/hGwgK94hlWKWNxr+ct6kR0FzrLPWEoUhOgyovaC/uIyWiihI+fSzz7K43CUWglAKOklIO4kwtkYFCqEF++++jVARSauLStqIoIMPOqTLm9iFFcayzWgOPzJaIxxFUTV5jt4jjn64gdTcOsi4dmtA7sET0UlizqyEuChmWGlGmSTQhnFlmQwOkb7mE4+f5+OP3ENtFB4N1mGdJCtr1lb6fOGnP83GiWWkUFjjMa7m7XffwrqGdRoqxUK7hVaQzQuSliKIEzKj2N8bMrMFRubsHs7Zn1hCHeJshREGUdNoQ5zAe4kQAePxkECHREclSlXV1KYm0gJ/lAIlPT9u1hnjMMbgXMNfFdYQGAv1nDz3xJ0Wxkm8swSBRacp89rz3rXbpN0WabuFDBwuFJSipPAG62oshq3rNwl1gDVHOAPvjlgbTTljrMXbZhPnaBqlhcJbi7E1M2t59/aQG4M5lbNIBMYIRvOS0WjCzu4I5wLCICYQTZZpR2qEh2c+9TimclQm44cvvkr75IO0dUnXVSwuJQxHNRubK4SRYDLeY3f3Nnd37nAw3CXLJvgqRwqHTgPaQczGmZMsr28043UviJOIfjsilJ6Zl8gooagrwkgQxjEy0A0ZQnhKASbQRFFMkGhCBbHSaOsR1qGKAlFbpPXUZUan06Kqih+HOCskTWRncwpz3oKV1OPZh16mH4mThTUGhyeMW9ROMhoM8MY1IBgpGiCscwRBQ5r2SoGpuXN3B1saFBVf+tlf5oOtG5xFcHg4pKoajX5eVfQX+uROsjue8+jjD9JaWm9qd9FEwvugADPAiYyyNNhUHukDJFXtyIqCXqfFjxoNVgpeuXSLSkgcHmsLruea7+72Ob0Y8k65j/KaVErmNudgallehWle8Njj95LPCgaTnDuDMSuLXU5urtBbWmRWF5w4t4l++V36SUpZzui3lti6cQMpBJEWKNFoQLyUVIXBErGyBNV8ynw0Y3VhmR+89zZCQZIGOEKEtxhtwRxRc5F4RdNMyytWVpa5c2tAVVdH4GSItcYGltw4ausxzhAc3TNF0zuItKKtI/La8cnPPM0wn4OXuMmEu+MZ3750nTu7Y2ZFxf/xz/6U1ZbmkeM9gqTF3GmOndlExRIZKQ72p014i1JNE/loTi1Eo48Ig4blgmgUpUIJdNhoQCKtaIUJd6sMq5qFZyuLNJBnM7xU9HspRV0wzDKyQjGZ5ZzoxTz21OfotAWLsztcf+cK82HOmXMhs6LG9pfY3S/5w++8wE888xk279mgmOZI6SnzGVoadkY7JGmbMIwJpafSCqNCNlb6yDCllST00ph+JwIfUxd7aGPpRyHeSmaVIQgUaZBgbEUtBFIJAg/tJCafz6lt0xtDCKJWzEw4TGVpa42WsgFx1/WP9T++iTnBOdPcUyG49vaND71OPxKbhRBQVQaBpCrnOFOxd3ePN968jHMORPNkxR1F0FSWTjvlkfsusHu4TUuG/P4f/EtOnj7F1pWMet9grUEFMY9+8gneu7XF/PY280kL+8r3ufDQg9QIlIO8LqjKisnBBMbbrC/EGG9QKJxxdFtRE6tvG5iLkJLae24NByAkUjvwMRUVr2xPWVnuYaVCCcPZU+vcGuU4YTDO452lcpLHPnkB72H71g7jIse5ktHBDsu9hPl4xJmTq2zd2UdKTU1Jb6lHpxNhMXgZUpY1oWoSm3024cyFdX746gds/cVrxPotzhwP2VwUfO8vvsn2YYJYiPn5Zz+OShS1boA0DWIgpioyHnn8fgb7L2GsxVrBKMsbfourqCpH5jzuCDWgAOsFkgppA+aiIDOCt996nc7zc+YmY2m1y3RcsVjWaGU5fWqFW8MJw7llrue8cn3G1DTxx014i6Tbb3IfvPcN+dw7tFJUvsnoNNYSBQFhGDCZlQinMK5CK4ETjtRU5M7TTzxSacJAUwpJOZ80D4WyYD+HYT4lryqWl5Y4vdLj2uvfJ2l3UEqweXyR4yfWQBps3OUf/cpX+JNvP09W1rz66ku89MZF/vGvfgXvLUr3aLfazLM51hpcVeMFBG5CIh2PP/ExlC/Y3xmwPRixHC8ReENXJgRpQEpJnpdokdCW4CqH8JK2VlBXzUI3ASeXV7i1P+CgqLAOdJhwWBQID+c31ymyAm8NtTNNArj3DdjIewIaZ6wRlqs3dz70Ov1olCG+GYXVVYm3loPDITc+uEZUN08WJZvEIWcbGAuqUeaVtiSMQ3wA5WhM5ArCMG5qb63xtuL11y9yeHcPiwCvENYTiYBQhnihME5hpUC6uskgONqWvbBNM04K5kWFFY1FHmPQKmSz26bwFpQGbbHWga85GB4yLw06DJmPp6SRYGWxQ2Vcgxy0TaSbkorjpzZ58N7zPHLfBR5++AJaa8bjGT/57GM8eOEMYRrz7sV3GewMsWWN9s0pTEdw8sQaO7d3OH12lcvvbZMGipaWrMYaOcgpDw2Hc8mXfukfcs/D9/Pt577H1puXcPMZqhYoL1GA8AIUZMUcKSw1HukMgQCBJ1SNFgSvEEoCBiskeInwnqzU3BmX+MGQneGY0WHO3u6Mlbakay33tBynxRyRZQwOCl66njGYlZi6JrEepSWdVCEMBFqgG6YB4mgao7QkCCRYQ5E3jT6lwUuPdR4vGqjOYF6RJEdq09pSGkNeVJx+8CFEGOG9A6UY5yWBgI89dI54YYMkbqGcJ4gDtFJIAVrExDLEBBE//eRj6CrD6ghtBEI2akypPKgG8xDHMWEYNBMcqVheX6Ld77CfW0bGo7VmkpeU1mMiwbQqGFvJgQ1JkxghBIFWSBzBkR4mRxEEEblXRK023li8kJRlTllbFtKU1X4XZ+smFuDIkPDjvDLR6GmUc1TK0G2lH3qZfiROFtZZRqNDsnnGcH/A1dcvYqVk7m3zY3aeMGjeqtIa53K895SVJQqjZjxXZtQeeq02a6urCOEpreXtOxPKquk4ayGojWWWFeiwgc36sqTK50ynE9rS4zwo50A241IvA4rpHGs9NSCVQBYZX/zMfex/83UmWXmEljuiS1YWIyCratrROhfuP0VpckSWI2l+XDpsGlBCNb0RIQReOHTgOX58hcoUPPqxMzz80DFeeu1tqqLggbNr9HsdcgsbpzYZ7A24fn2Ldy/u4r3EHI1xh/MKKQUBIeXI8/yf/QF9J3jybI+WzEjuvM+stUTr5FkqbwgQKOc5e26Dty/fYqEXY+uSSTbHekcUBFA5tHAIGSBl83+h4PYgI9SS+7Tg+p0xI2Mh8KztwZW7Eyalofaa2lvu7QXsTksO84wLvZSfOt/n65eH9FNLL5JcrUKsqY+YJ6IpJfCNxkVKdNRQ7fPKUFlHoGmCcSuHw5MJEEkXV8+xZY2P2sQqZvv9D6jKGdYozt93ml/52We4dHWPE+sn6ffa6CjCSUjCNs42pLg4jkhbLcIkRrjTPPzsT/Ab/9tvoyPHb/1f/45f+/WvsuQMw8GwUWp6i/CeJIj4k+/8BdvbewgJlib+zglJLTWVkEhT0+4soKylHdYMMkcQJdRFidQKFUkSEYII2Sss2XyMsYYwbeE9zCpHpB37k4z77t0kr2yz6QsaDKYUWG+bSAWlsTi6Vcynv/AEv/Wt73+odfqR2Cy89wwPBty6dYvB7t6PZ+sBiszbBhUpwPvG+twJDbHyMNnChI5xHbESddFYhBb0eh08lmo0pt1qHYGKG6J0EETURyzKZixYU1c1VTEjbIkjyCxAs5OrQGKOwiyEB+GgRqFsybMPn+Ibr9w46t77H4u68BLpa3onFgmFJYnbCNE0PKRWR8zL/4dZKfA42fyv1+8hvaf2FhW2uHDmJHt3Jzz86GPoIKJ2hoOtbc6utfnr7wyRgSMKxBG1qskF1UJRUICC8Q7ItuHwuuREL4FigCp2OCXbrJw4Ri0N1no++cn7qSczbhwYFqIAV0Hum16SDhWFDwikIHKGvLZo2cKanFpWjLxkrh25jZiPBZO0IlSSiQ3xukTpkJ1KIZKQXhwxcyV/fGmPfgwri6t898YOSUugtCQOYoosw3nQSh/V4BbrLEEYEOsAkxlCKX9EcUF5gbEVw8mUpVgShQpvS1Ti2B2MqfOKWHmshXLmWT12nCTtk/Q7OGsbnq6SIANaYUir3UZpRaiAMKTKpqzrmm0Rs5gEvPbKZb7yhaexWjKcjuh2O3gPL7zwA0ajGSoMmhF0USJsxVOPP8y9Z9eYDA+4+uZFnJe02ynhPOf/5u5Ng23Nzvq+35reYU9nuvPte6+6W92tllozSGhAEghQGAVGEUFRAhgX4MQfSJVToVxJ+Us+uFKuJKSososyxsZUHKBsbHBEBGhAaGypWy2pR6m7b/ed7z3jPnt4p7XWkw/r3edewAZZTSVdfqtunXP2PcN+917rWc/zf/7P/z/LO3yMOKuJXsjLEV0WqFuPVZpmvqCul5hhmbg/BrSHg/mcDAgqkt79NHQUxaB1WouaCDqZMjfVfyI8C995nn78Kfau3oAm0apVJAFyK9VtZXpugmFvLtzcS+CeI3B4OKdtGrxPZYp1ihBarDXsb+8Qug6j0ikeYiTEQPAB33bUvmVZVeiwAITQRQKKqExPAooEL2itMCqZvCgatMm4+65NYtUkZmSMCDFpaoaWVoTJxpCuUAStU2nkktmxNgqlErVaqQgifdqoCDHQ+dRaNJ1FKcf1vR2apiaGGjScue80B61GZ733iVJHwVRrhShPrjR4TZkJWeOoanjixgFfv9WwdDnPfPFRqrZJ7vVemC887/r+97K14ZLAa27wPRFKC2lWxmiqrsGbjKn3dNow9YbnGgjlCbaXFVNqXrdmeE3hOV/CKe3Y7BTnXGBTG+4bKXYawyzTPF8JV2/sMyIjcw6jwCowSvVkNenNkzRKWzSKQZkzKhzO9ALKQFBCmRfoGOi8JxiLLQq6IBS5AzSHXWBtbULEUBKp2gPyvKDI84QPWIN1hmJQJvq/c4jNCRIZZAUf/q8+xKiuqPF84/mLPH5jh9HamGFZMigGfOSjH+PLTz2LJ5UdAG9582v5Lz/0N3jD6x6kC5ZiuMW9r3oNW+slmYX9qFBZjs1yQFOUBdFHjHMEq+kyx/r6gLVxgcLjVaAJgdYLW1sjQteiVzZ5fZUcAXr/krSmknRkJ+El79OXRWYxny/YUhYTI0orlh5qEbxRBC+JTBM9ZV4mzwYMwTV0MXJjP7KGkBWC0Q4xKZU1KrlS333hbg67hu0rl5Pkf1vTVDXVfEZTzdi9eYOwmOGrwOXDPbQGJZ5ca45vbSWZurolRIVSBq1arLg0+yGaX/zQOzk4rPiDzzxJG4RcwXe/+yE2Th6nbVu6GtCBS4eHDIqCuvMot8bu7i7TxYIQQhIBVnJUktjeQT1zluWi4ua85YWdJeNhx9qo5PmL+/zBxx5NlGAFYg3SpXahCiFRyTVkStNKxGnFTlujxPBTP/qjfOIP/x3HcqGu9nHjYymN1Zroa37g+9/BN56+yFcff4Fq1qKN4GyG7hoO64ZaHO/5vtfzr/71F6iWNcoYYvCcZJo2tUQe2e04P9DcPViddknWTwFd0/DhuzMWMfDHV4Th3WfJbuwyXQQeevA8l69ewojQoXBKoyWQZ6lrVVee6/UeWZbMnjKXoXQ6TbQ2nFufsD+reeQb18kUXKtz7tKCih0nT53lPd/2FrLJiAzN1rEtwCNaKMcjirxMJDmTJeVvlU5SsY4AZJub/N2/99/xv/wfv0qmhI/97h/whr/7t9nZ2ebX/8VvI8qhXcFkVPK+976L0yePsVjOWc6mLGcLvAiuyDHrm5w/fS6tyc9+hmt7NY6cqBSYjJlSKC90XnE4PUB1HVnuqENg0XgWnefYxjof/vB/lngzOvbzTArpKX8IvTK6EMUgRpLr+ku8XhbBAqCLKXtI/eGQ6KsiOKVwCGVZULUdhc9ZKzxekkHwziwnyoLTWxFtciTU5EWOt472sOLG5YsMBkPuWx+QZ4bFzRe4vPdir+kZkqeqpPHg4AzaaLzv8NFwbXtGmYGRhivXdntfS4M1lk48GBhmDqzwfW9/EGtymi5yabfhucMb5MMhV67dRLeC14qyLIkhsL5ZcvPWnJ2dG4TOE3srw8Q4l6Mx+BgDabfB5Y9+AWs0zlpKl9FJ8jOJMdK1beJmSJ+S9lT0VVbmRYhBMSgz/vDhRyBaqq6lfvZ5sjduEKMFlaGwKA2nX3GOs/ee59989KucODGm0DAoFJ987BI//q4387/95v9NGZP/ZggBhXC1XqJVBj5SGmEty1nGmiCWplVMCkf0S/ZbxdILGcJDa4qnn7vEUjuK4Ll1uGB9fYur9U0kplFvbUChKLXGFCYNZKnE4Iwk7otSyUujzAzD0lAWwqTIeOFSSEbKu7u8+91voxiVeB+wzjAajWnaGpRKpCelE4Cr5SgIq777lZivyWN0MaspyxxXrPOxP/pTHnnkKVzuEFoOb8342z/3iwyLjL2dW5RFyQLNmQvnee6pZxLW4gqWBwvcsOSeh17H9HOPcrlakGHQbUvnNErfXv/eKHR0RGnQGrRTfPBvvJdCAhiFqJRd6T5ArCKFIolLE5MRUnr8pV0vi2AhQOX7iIjQRfobTDV9XmjaakkVU8lSGMey62C2IAa4UndsSsakabi1PWVvb4/FfMmyqlgrHcOsZaO0vSp3TCPBCF0wiV6LgEreEk7p1FvsBJGOoDJmHajDPZR0aO94YSacXBuS5RZzckQ+HGJNSxsiNxctX/rKVzh2fIvReMLO9W3Onj3DcLLGzZs3GQ0HhBAJnaCCQUuqL0WZfqZCEC9HrmdKqX5jdPiY7AObpiJXSUcBDZjkbxG8T4Qla1C9laE2Nv1OZQhdx1PPXuTciQlnMs2o6XCpI02RK6xOX2gVWSwaTp3Q7O/vchAntFlDqYRq/yamC3RGcEbRhoBC4ZVCx0irhPWiYNZUXKoUh12LBk76wLpVHBsYhllBkMhJU7Mctjw5DahswjPfuMiD999LiIKKfWdK6XRPJK6NVRrfu5mt3GeN0gSEZhGxyjHOSwqtsUXN4WKK98LZU8fQLhkJnTx5KmE7Lk+ZnDF9ByZR8VclIZL+ZrKtFGKIbA0jczE0YcYTTzxNPiyRsKA0JR/42R9M5VGMSfxGOSbjdRZ1jVKKohzRzmbc3NvlxOQC2cYG9913Hzc+/zBTpdFtxGSRLEu0+5FzdI1QNRVoIVOaH/3Pv4+1kcLE3lGdlflVohJKqtmRfgdpbZKh919DsFAiL/2XvNRLKyUbmU6suxiSdHtvpkJUbA4dmdJUPhKtcHL9BJd2b6I7CIAOATGKHI0VjTceaw0QGWSOXGkGA4vWkWKQsa6TTwfOMqtbiJEr2zNar2nrlnOb65xaz1hby/nstRk720uWWjMBTp/c4rlrVylF89Cr72UyySjKkmW1pCxzcpOxP6+RxQJdjvj4F7/Mm1/3Bp557jmcszxw330cO32ORx99lLat6ZqWEAJNXfdOU4IPLcYYurYHVpVC0H0dn/QvcpvhY+DY8eM0dc18b5/MWaw1OBUJkWSm2y98y4rRJ5weTnjTXUM2sjr5SWwe5+xGTlN3LKuWqtVoVbMMBq2Ta3vVasrMoV3kI194LtXF2iAIAaBTFKWmaVrOlgZrDLcOA4NSs1XAhTLjWBlou4hYT66GaN2xrIQvH3qic1zeD7Qxcn5zDa0jTdtibZY8U21yNzPGoXUilkFi/aIUEhORyahIZiNWKS75glPnXsG7vv0B7rn7leTjIfPpjDPnzxFiZDAcIFFo6pq1tTUkytGJrFWSFDw6sCEpYG1u8S/+4S/z6q2S63vXOXnmLj7y6Df4xV/679FRITp5ppR5wXK5wDnL4nCOtrB//QZSlty6fhM3cCymSyaTIarM+ce//Gvp9w8KCqNZNg3Ke+g8emDRtuTn/+YPo5sFGpu4QMYcmTv1EzQpyKle0a3H2EDjY8fP/U//5BER+bZvdZ++LDILSKeg6DSFmdkkahpSKxvlhWg8XgJKHFXX4oPgjKUwihgT7VdQLF3EeUPbphSyUp7hwGGiIKIIjXC1a1HRo0QxKBwmz7hwah26lrVik8k4J2qFcparN66RZ4ZMFAvf8Pz16xgsrXQs28CrT51Ba0V++i6yoqBta15ZDLGZ5uGvXyEEw1cef4bRZIg2mrru2N09QCubRHIiEGswBhUTnVwrS/CSnLP6EyHE2IN8DmMMTe93euvmLbREijxLxrkxEJB+aqpX9xJJHR1tCOLZbyoev17xbZuatbUJy8xSFCXGZcTMoqIixIJjSvUAqEWrAM0SrQuskWRIZDQ+BpxJU6QbmWXeBaJxjF3OzVGSkyu0RseWqtYErfF1xjJ6RrlGaeF0aXi2imQ22fEtJbBuDd6Djx30RsRiUnakFBiS7yeAMZaIUCuF9i0nTh9naOHqxQPuu/cMZ0+dJctz8qxEj1MXqm07ylLwbYfE9PpEHyiKHHMUHvpLKWKIaOuIVc3pNYMvNcPSMZ/v8t3veDved2Q2ByLWGlrforVGa02RZSy7irX1NQ4CnDx+ksPFlGE5xNmMLmhkUWNzS+sjBiH4yLLySGw5Pprwsx9+L3E5Q1lHlKR5cRQieiW3lJgLIaaxidUkdSBi/hpygr8yWCil/inwQ8AtEXmof2wT+C3gFcALwAdFZF8lS/VfBn4AWAI/LSKPfjNPpAYKNFalDoROf4fcObw1acEjtCFQ7+3htMKokNJmDF4nD1IdFS63FE4zLCwn1iaMBjnjzQHaGZREDAFEIZIic1SwmO7TLh3T1pMDk8mY3OV86HvfyO7+AY89cYXDqFHZmKqdo5Tla994gTe+9l7miwVZteDkqdPcuHGD/Pw5cjvm4x//DOMip1XQti3WGG7cukV96RLWObougZtd55OGYz/zoIwBQi9Uo3tiWjrmsswmWTgN4yJPMxP9xk2ktd5fVGIKwH1NP7S2b9UavARuLQycNDgJDBTgW6LoNHSGwWH6cXSLNQolillnib7BuxJVd8R+gcY2UY2twLn1AdcOl2zkhsW05tj6gOhb5qIYjy3PT2tOlQYP7HgYKsfQKraMxueChJr3v/cNPP31yzx3+SZWLNEqRGIauFKShvkUGJLKWRpGE5zO2FEZ0+cO0Bb+1n/zs5zY3KQoM1w5TPIEMbCYL7DW0lYVrfdsbGxgNVTBEyW7DRj2r12IEa1Sx6oNNeXWJrOblxkMCpa3drn/fa9FBY24Dt/Jag9TFgVVU5OXJVXoULkh3NqmGE6gXrK+VYLvkNjy8//1B3jyS1+izWCyNmbr2BqvvPc8bdvQtolIZrIs6YGmGel0HvSMVyFxLZIUou27Y0KI4Jymkfjv3Xf/Mdc3k1n8M+BXgN+447FfAj4mIv9AKfVL/df/A/D9wH39v7cC/6j/+JdeqkeedaJyIlGSjyaaSMD7wMDkZJikJaEtSgJGgXOKYek4vjFhkBuGg4JBPgCTJvmirE5WQULAKoU1LoF/ViedhqiToexsznhQsj4eMdkY41xJGT1ntkacP3+GJy9e4+HHX8SZ5Gk5HI8o85xZ1bG3P+X0XSWRDOsK8sEElEWQNJbsEvUWYH19nbquCSFtZmOS7oMIxCCJsquSVgf9pl1dK9KSCoHoPXme4b0Qg+9zkPTaSUjfl1ppyVLQ6gQK62gIJqasoeoojzsapanbgO8DVOwi0SVTY7ShVIIZl4QmIiHVyCEknc6EvFvqaBiLZ2OoUcHgioJWOrRLZk7T0DLKFTc6qDqhzDTrZYeN6ZBAFK84vY4Pc157/zGuX9/l6qzFFQqLQ9FilO7b1Le7/hJh0TQEHXjHQxdom4qHn77B5mQNozQ6szibSHjKGOr5nPF4TOg8w9EwCRLHfsL1jk5CammnYB2DRyKozNKaEV+6OWdz4Cjzdd44LpBFBzFLa1lr4qqNbszRgRB9IEqirStlKMuCxcJTBo09c4rz955n1u4TJVIvZzzx1WdQ1mNdTl6UWKPJsozc2NTKz0zC2HQSugESZrLSd3XJ01UHxW/8609/E1v9L7/+ymAhIp9SSr3izz38fuA9/ef/HPgkKVi8H/gNSav780qpdaXUaRG5/lf9HUOK3ALYPMOZNDS26G3h6thgjGFsDSc2hoxHQ0ajkhNbQ4wSAoo2pNLFx7Y37Y1YEndhRXOLOibOhtY9iJgClc0ynLWMc8MoT+IqUYUknxcMZSa85oHzfO2ZpJFhNGysTTBoqnnD1et7FIOLRDShmjIvDS7X1G1HkWXp5HWGGIWu83gfEh7QtihJWEJaaQrpg4jWOtGU+0trS/AdEiNDY4gxCbEa7ZCo+gDbz8xqnQx003sIpm+z9nGnqj33XLiLg7plFhUyrVjUXRJOjlUSusn6Dak0keTvqqLDdgGX57Rdje6d2wYqINHSeGHTBQrVsFlY1rRgekZhrWHLak4YyMYZX95r0MOc/RAYZirJEk5G0IAY+P7vfBXPP3+DRy5OmbVL0OZowUoMqfOMgmgAACAASURBVB53Dh89J7aO87Y3nKKM4Bkhw02GWYE3CqUt1tqUccX0+hhj+rKj6Nd5es36kh+NIsSOI3RkhQ1ooeqgcRvcOPCce+1DOAZ0eZVmZvTqfVB0IWCdI8aWoig42D8gy3IglQrOOZzNidoRo6c8dpyDpy4CBq8Ura9Q2tJFoW6EzBgUK0sKQffarSiFzXO0AmMdeVagrUU7Ra41jTY8+Ib7+PijX/urtuFfen2rmMXJOwLADeBk//lZ4PId33elf+wvBAul1M8BPwfpzWnQdF7QSjgxKDh9YsyJkxuEAForrFkh1BHrHNak1BQVkH7UODOCRhElS2ChBu0jKrMkMrQmRE2rdY8VBKwxNBKRzieFIiX4NiBdw8AaosqIhYDXrLWaD33Xm/lnf/infd3s2dvZYbBWUmyXvPDCRV71yvv5rT/4PN/9rrcBQuHs7RMKhTEaoy0x1qADmXO0XYfGIlH1fIueQHanbqIIOob0fxosDjLBRksXatZHE0SEZd2y9B06Sm9w1HcOqgi54LTCRyi1YbAxIubHuXtynGzd0jSeZe/CnrkyHdlGJ+EYCdB2NF3D37mwwf/6m59mrbRIp+hMILaBwmnWCsVG7sBHjrUtmwNYz3JmndC0HQe5w0TPWBlwhr2YUzjP0zPN6x48yyvvmjBdHqIo+b3PXeLWXMiLMTuzabIBsA6XuxT1gkd8pPWBvflNLu0vaJuWn//pD/DD73sVtiywAlJ1yMgi9QLfNrgI0ng2T2zReY82mq7tMNYeBYUogrXZ0cuf5hkVpTHs7k9RoqhFOHtiQGkNyhu6poNBllzZAK8FFQWdOTKS032xvsG1S1cISsgzx8Ikg2U792ycvsDi4hMEazA2EnySMEyqWx5EyKIQlE7U8LalM+roOYtKpWwMNdGDqjy1GGwRYfEy8A0REVFK/UfDJyLyq8CvQuqGKCUoozHWYrIM0YplXSMhjYrrIgclWGPJrIEQ0DrpEiR5hZTGohS5s0SJ+BDwWhNDYjomfCM9VaXThlyd21HBsm2Z6BJRFc5uEUXhVUesLUYUra4ZbA0RMiIdtsjY3p8z2rIop6iayO7+Hp337O3v4mxaQCudzf6+CTFirOnxhXDUHk109iQ2gyIFj9Xz7YlCANZq7jp7kuvbNxCtyNwg3av3iARUDOg+4KTWn0G7DgmOVkckwj1rlqrWqM2S0daAqlkwX84RZZOKOj37L6bXrmkarr14CWMsdV2jjcN3KdXNbSQrhFYUl6pIZzMKq1gbFnjVsiMZomJSuQpCFTShtfjoubHoyK1w5t7TvOe9byHElnPK8cgTL3DzsKaTyOLwgDJf6xmvPWyrFNqmtN/mlraLNE0DMXLv3XenaeWVIrvVqBAIDcn3VCla70GB913S+kDhzJ+FNqO6/VU8AotJvBZSt64cD/EqTca2MTDUGh8jElLb14eA0Z6u89isQETovKddBf4g5MOctm4JRlMjOOmQmIFKmiKoHstCCE4l7kT0tE6jpecmpf4oum81K6tRURGVYKXEuJeOcH6rdO+bSqnTAP3HW/3jV4Fzd3zfXf1jf/mT0CqZtViN0ppWUgttUdd4H2iajqrzVHVD2yYw0BqTVIWUQWLyYnBak9kMhWJYFuTGIgKiNKqv/VU/PbrCAYJExKT03/Ykp71KuH71BdpQI0ojWcDmhmWl+bcffSS1Ma3jxcvX2Tuc44NPE4PlEOUcUUJKc3sZvpUwicBRoBgMhqmGVhptkhlNWo+RO9Zon2Wkt0mgF/pVvOMt9yX2Z0wAnI8hdTyUYEiL2hpDnmVoBW00tMETQhKyecOFDZrRhPWtLZpQM53NCUqjnE04T2rS9/FXYZWmyHKW1YLgU3L+/e95LYu6YlpFsizDZpbheEDjHHVWYtaGtEERPfhck2+MiChClrFXOtzAsa0rntzv+J7vfQvLboEWw6/8y4/z2POHtBG8t2RmiKgGbeip8inV19agrcYYhXOWYlBw+uSx1MLOMqKPycLBWFSMBB0YjAq0eExm6EKi/dPjRtDLEMhtRET6f6ov47RN5YtJkYa1YoiO4BToGBI9XuveiCoNJgYf03pQ9CrfwvxwRtd5RBvK0TDtAxTZ+gm05sgBL2ghqDRdizYQwIhgIigxRInEFTieRCwS4OvToeODYDLI8///SFm/B/wU8A/6j//2jsf/jlLq/yIBm9NvBq+gJ8BIUHRdhyoyQid4pZm3vR3c7iHGKDYmI3I7RivBOo3LHDYzFLmjyBzLRU0lQmw6Bi5HG0NVNelPKEeQSJBI9D5hFTYtGh37joWd8ImnrvKDb30QawokRGwn/OPf+iT3nci5f3Odywf7EDTBK3anU8rZiK4JnDq2we7eDN8GDJrcZXhfHQWnEALO5RitqJu6nylJmp9d7AfR7ogUSskRmWZlchRjRFlL3dS8+fWv5vMPP85YZ/1JmXgVKej92aCoPAiGaALv//a7ec0bz7F55p7UquwElU0woe8uaUH3OhKqx0GMM5w6e5JjsoVvA9nD13jVqy7w9x66H0vHU09d5tlLV7lya59b2zVd5wnWMg6KzcxzbbtlUjjKHFRRUqoRb/2O13DizDqusJjQsWiEX/ntjzCdd3DjJk47rPFEgdxkdDEcAcJKJ6Cz61qU0hhrOHPqBB/6wI+RD8e04glthx0mDw8vwsbaBtt7u2TjNdbXNmmbGvrcLVs5i0nKIrTSKXvp91ia0teErmM2XyTmZKZYO7VB49sk7z8aIEhyIhOIvkuvowjOOnKXcXX7JufOnePWzjbD0QCtFE3VkA8GiAgnXvUmZi9+HSMzmnpBJibNC7VdH3gClSQ/U/GJ1Zk6aQICvg/uyQRLIaLYawJiXvoY2DfTOv2XJDDzmFLqCvD3SUHit5VSPwu8CHyw//aPkNqmz5Japz/zTT0L6Xn4SlBGYazCe08QYbFc0vl0GruoaNuABPCxP0VdOjVmi5qubZmMxiwPDglasWg947UhG+MJu3v7OJcxr+okFEKiCKv+b2MMmJx5G3j9hdPkLr0BYjTXl5a3vuI4eW6YzQ8Q0QjpDfNeMZsuWTYta327swvphJEQMAISY79xE7CWyqf+xiV1FFaZh7DiR/QFUj8zIsJR3z4oEAm840334xt47IknKZ0lSMT720QurdNCEyAXg7ctDRnf/tr7yO86Tl211K1HRU+HRotCQuynYvsRfUmZn2iTaPgCGouWNMYloUKIPHD/Od74pldixXOwu6TzwtVbN8jKCV1oODEeYq3DZmkwKjOem8sK8RFdGbpM8Wv/50doTYmWlmAGeF9jjU0lVbw9CKVU6uqoHqjUxiASeOfb3spkPEaMoVvWGBHysiRzOXVbE7Ti+MnjdMslig7fetCCRMhWXIW+E6W1xks8CtKhzwhC29J2HTHPMc4yKEpU3WCcxumUvTmdFL867wk+ZQXLZY11jtlszpnNLdbHk0Txd5bDwwNy5RL4WmaUW2dYyxcYQi80nNaqRkEMSNRIjHh8GnSMAV83BB+RJtC2DSIxEf2CoH1gFv8/kNUTkZ/8D/zXe/893yvAf/utPBGtLCuDn/nS02VyxBMwxiRnMCwHy5pyPqcoMvIORHcgniIr6YLm1v4B6CS52+hI3gQ0HcdPnKLQwmy55NLNncQRkEDXRTqVgMKmW6LMkDWErm5QWUvr7uJ3fvd3+On3vYWdmzfxjcPS0JJwhqppyDLHzVsH7N3chqxEiWDLHK+TmxbWJpUjp/He03nTj71rUBohHOkRpMAQjxbtililVxmCSlh96Az1csqr7yl58NwD/NHntrl44xbjkWYUAo1VNKQUODMZM+m4+9gWH/yR76Atcuobc5RO2U8MqdyIPZdA68BSKzayAZe3t/nq1y7z8UefRnwEZSjLklnT8D//k49AG9k8NuJnfuwdjGLa2NpkjDLFPfcl7ECpXixYJ0xp2TZUUcj1ALIWmzv+x//999jcOsbetZu4TKVU27p+XUVCf1quMi+j00i36TOAH/+RH+Cee86TDQqMSsB2PihZLhZcvPEc+bAk1xlXr17j9W9+PXUXCL5NWJHVWGuT/qeit4CIGDgaqQgS0yl9a5sWIbQV65MNJtYyj0tUTC3Wdr5gtJnTNC0SEz7V+ZbgoVgbQ+N57PEnOXv6BEob5rMZ9951npvb20iAogEZDblxa8bxtaS1KSSmqrK2nxdKOIYVhbIOokWGOfEOfEvdMWfUPwj/6ivfytY8ul4mDE7pp3YSUNN0niAmDfm4VDpESUrTnWiWbdJZiM5itcFZB9LTdK1Fx0ROifQbTgybG1tMZ/sU5YTxpGP/YJpAKe9xStPIkqg12wcVu7OKY4uMIq/ZW+zw/jfdw6svnOeLyxn1YoHqfUU06eQuigLflxjiLD5EqmWV2pQmTZBCKiFAEMkAlYyYtbnNV4A7WqWqr876mQidqNdBBAke7xtCLCiUo5aCD/zYt/GNi7d46pkrXL+5h+tUYvnpADbyQ29/E6997bkkwylpBFx8wEubnp9WhNigBbQekKmKX/mNP+bKlatEZdkocoxuGOaGHYno6JlMjpFrz3B/zj/9tX/HxmSNu+85z3e+8zXE0KHE4Izt+Q2rNh9p5kKSSYFEOJzPGa1tcmt7hyw3qBiSJ6zuW5r0G4AV9T0NmaU1Y1AY1tfHDMpBmkQVjTaWoMBlOWfOnGVnf4+qWiadiZD8RlRIIHhRDI+wJeNM37KWI0bkEVYkwnyWtDaMsxRl2QPTqXRRWhGVYlk3WGPwdZOyFGXAKJquI8YEpAuws7PDaGuTqqrIsizhcdrjXEYxmCCyi/RrALXCvo6w8j6jimkORPX6Hv1aI8a0hu7kq7/E62USLOgnJtMobQyBiMJak7KLENIUIkK0mrryKWX2SQRHCZgiAYsSI6XJGOQZTfRoa1MrUBpQnnqxJLQ11XJBUWZkWcmyCVy51XBzp2O+vEXnFc/dELqwzUNnj/GOd7yNZdOxPllntrPXr/cEhnU+4KzFizBZW6dVaeMNB8Ok8qVSyw04ypJijMmd7I609/a1yibkjo+pW7P6HUoZYue5fn2betkwyjT+xjavOneCu09vceXqZbrGI50wnJRsbE1Y31hDmojRkahyooo4pwkSQStU1yE9su6l5bOffpZzGzn7VxR5IVTNkgsXztLVU67sdVhryFRJbGc4DQ8WoMOcvWee4Pemu3zXu97KoACTmV50ORkpAWiTyjhl0sDYw194lsIlFiohDcMlOplJBi49rqDV7TYh9OURmratmUwmOGPIXYYArsjTmLt2FIOcM1nOxecvsqiWPUmvo4senWUY45LwskQylR11W1KgSO+RTjoJHB7OyW1GVDAYDggxJMlHiWhlyPKcRbVkMpmk9RoiUQI+mpQlSCIdloOC+WzO+smTIELXttAfCMpY8sEA3exBf+DdZpWu7j+NBohK3SqN+gsHTn/+ptfuryFivCyCRRTofKrY03pI0VqCJEcweu1JZaGLuElCrjNrmTWHHM405e4hrzyzhTEaayJ5P2y1P1tw82DO1567yuW9BYfTw+SkLZJEdvq/r/pNnRYS5EYRCWwaw850Rh1gfTTC3nWO+PwuWmd431G1yT1r/2BKHYWvP/ssvuvSlGTXoEkOZ9aahANEAWMYDkdU9bJ3ar8NbKZKTo72hPR9VB99qt0FRMO/+dTXiEqjtUURjlpo2kjfJUrj98YojCZlXzrV+ZNRiSUyynOss8QQOX5sRF5YDJHPfuF59pYtXiJrmSUzhu99x70cO3OK3/79P+H+0rJdeRY7l0EJh11k3llGpSOjo9y+wSd/9/d4z498D1vlBsFCoQti1+G0QbQQlSbTiq8+fZ3PPnmDZVWT6b4FaCwSY5pxkYDGELVGK/DeY63FZVmaE9EKl1nWJhtsbB3DZY6ERylUFGbzGZdu3KTrGk6fvYvJxgZd2xKCT6exNQiR0HWJD6PT1Ghi/0Z0UOgo4DQhCFmm+cEfeB+729eoozBfHKLJk+J5FxlkOb5umc8XxJAAWJRiMZ0iaxOqesl4MmTZVKyfPE6mTDKIGg/xjSeQIa6lywsWC8fI+p4jRBKN1mnKl37oTfWZWtonPfeorz1EJRazxIj/a8guXhbBIqXmcfUpxlqccYkCTZpxcNaSZxlZ4ciUItepXTVvLY89cZVMWu49d5xOOp66PGV7tuBw4bmxM8WEwHA8pus6XO7oYnLdSuBd7E9+fcRvcNYRVKSImqtNw69/8ou84vgm9587SVFo8tzRLOhVlEmWi333YLFY4qNQN/UR1TxEsBJp28B4vMap02e4cflKYnGqdNMrXv/turynHrOS61P9qLFKbTudnn+IPpGnVELDiVCrNN+R2sS+xw0Sq1Up4crOHJWXmLikahuM0vi2RVQaUV8rC2zwRBRzBIzw8a88z/Kzj3N8fY2r0ynLTjEqUptam0itXRp8kmQIZGzGb370CzzwyodoRNg/nLGsFtSLGarXYTi1eYznL77AmbOv5NrFJ5g1kSgWV9XYQiEuT21jAWvBd+kUVf0shNaG0Gdmi2pBNV3QFQ43LIiiqKZTQhu4+8J5pos52mRYE+m6ZKJiIPEYSO+TNvooOIsISic+T5pCVUj0PPDqB3jiyWf49ne/nauXr5BZR73syIwltB2uKHDGMquX5HlJjJa27SeL2zaVOtYSlx2TsyPqxYKayKQTdJ74FipaGtXReUuwHo0cZadJqU1WWwUlt6dve1FvlPSj6jrp26qYsrmXer1MgkWfXgOsai6S+It1Gmt04lFYhdOKQWGxJqKNkCkHeHCOTz78FE0bmXUdISSRE+ccYt0Rwr1YVIlazQrlTsWx1v0LjMLQUiMslPB9b3srf/gnn+PFm/tc35lSOEfrk4tWlJQy7+zuolHs7x30tbThYL5M7S1R6F4b0xhD29bMplMGw2G/eEKfXvZt0f5z1ae9RyWKpJR79WVKOVOdnIDSP3t0qDuCkFJgjQCJ/2G0QYknhEDhFFYbOuNQAmOXAwvqkOYvOqU5aCLGB4IqaOctZT5AqcBBTGbPUcDXVaqhEZRPm3tsS564eJPNrS0uvXiT2XxGXddHmM8L+hpoYbF4mr/1kz/MfHbIbLZgb+m5fu1GAqL7HlHwKZkWEZqmQRDyvMQaQ9d2WGNplTAeT8isYbmYMZmMCN6zd7BL1XasbZREUWRZEgeWnmMRfMrCokrtbXquROw5Odql+Q4R4fknvszOZz7Jo08/yYM/+hN0VZ0mcsmS0ryCPMuYVwtCDL1uZuqSdIsF2hjqusa7jNn+AVlZsLG5wXR7D5NlKK3QaDJrOFQZXajITJ8sKEFFjsh5QuxLXZWycTg6WG4rZ+mkEHfHfNG3er0sNDiBNN1o7VH7yodAiMIgy8mcIyrFrKq5uXfAZ558gU987RJ/9NiLfPprzydegQRuzZcc+pbMWIaDksJllNZh0CzrOg0b9dwD6ZmTsY/CR3wEpQg6JxOLVppPPfxlri0XaKspxyNwOp3wkkyMBEVT1SituXjxxbSJdQJbE+VcjgKA9OpeWiInThxPPy+33/wVsLbCMlY/swoGqu9WpMDS8yhiD8Sl6JXugSRya1Qgd5pBkYJlYr9a8IHCGIZlzsZwQFm4VC4hZCagvcVLUuXyIaXRF44d596zJ6gVvOKNb+d9P/DD+ECvVwqD0SCN6mcFCkXXtlw4f5yf/C9+iPvv2kq0fAI2MxijKZwBo1FkVF3Nl776DY4fO87x4+uoUHFscx0lq8xL08YUTH3TMh6OEM8RCKm0YX/WoMWwe2ub3f0d3HCAyYbYwZgTp86wv32ANobBcIjvEndjMBoS2lTeiURi1x1lGiEEdJQj0pOEpI15+XN/zOs+8Au85UM/zZP/z+9QjCcJ5wkp1a+7jqBhUJQESesjBqHxnrbpKJTh4x//BNdnh8xm++wd7PPs019nsrZOkReUgwHGWoo8x43XOWwyPND14LjXkAqTHsvqAfAVfayfx+u7N/1aX4GkL/F62QSLBPqF/sbTiyBKMz2sODhcsHe4YH/RcFgHBIOKFivJdk9pyEwqXYyo3jOiJnQdzhiqtmHZRXxQRN8ndHInCUodnRwCGEkqTDEKV/f2kh6mVixnc5aLKg3x9CPjguLsqVPpJvoITwzMZ4epuOkDwOq+QHNwcEBR5kc9/D8/En0n4Hk7iMFtLEMdcQ0kxj8T7FaYB4A1KQRY1dsO6HTyWGtAJ3Cz6zpC1wCJBg7Jg9SoJDyrjCMGeGZ3lyev7NBFy2Nf+SrXtm9Rt10K6IMR86oDmyW+iooYK3z9mW/wlce+wXd/3+uxriRGRdcE2sbTehCvKHrNjqcuXeaLX3+BT3zxGT79yLN86ktPoFyiRw/yLJVeCqTHNSJC1mdDJsv42Cc/TaOFY2dOMR6OMEFhtUOAvb09TO4oipzD6T5VVeOcO9pwSK8oJSlIRBKI1QafAr9EooZqfsjg7AMUkw2M0UxffI7ZfIYzOaFtUQE6HxGtkvZFCCht8F2aaI3ek6+N2HvuKl/84pdY+tQ1OX/hfBrD6b1SRCWGsHUO0VmSLOjp/jb2A9WkjEKrxPFVqb96tJduZ6RJSPrOgcRv9Xp5KGVpLc4ZVlJmumfnhSA9JfrOzZM0G25ft1WMVxvIWofqUWQful7kpkBiYDQoObk1YjIeUZYFk/FachQPHb7r6LqWJkQuvniZvb09Mknq0lXjKY1FEami5lbTkcbpNa+6+yxPX7zcg4WJmCUiFEVxNAlqrT4aWVa9TV8S6lW0fTnifTgKmgDSn2z9nXOEXCU6auqiHz10O8gonejZUbokt9d1aJ2o7FlmsNqw9F2vDJU2ymSUk5cDhm3Hu19zD7//2UdYSJpziEEwRU7d+dsyc9qwMRnxCz/1QSR6VGH5yEc/xc7ekv29A5yzWJvxN3/mQxxOt7n7rrs5fvYEvq7oqkP+5NNf4PTJk3zkI3/EExev9yP8qdOTZRnOWebzBV3XobVmNBoSQqTrGvI8p+k8g6IEkvJ613XUdct7v/udvPOd34m1hmqxZDgeE7qOtY0NxsMhOzu3yI1msr7GsCjomoYmeDaOb2FQLKuKGJKDfKc0I+fQyrB97QUOH/s89/zEz9Hu3aJqWr78W/+IYnCCN/zEh1E+slzOwCblNItw5co1ijynbRpeuJr0Vs+dPsbFr32RK9OGB9/wZopMMygHnLvrHJlzLHoR57Zt2TuYMpsdEma7nB6FZIrdv+UrQJ4epOeo69FDV7JqN9/WNPmFv//r/wkoZUnSm1Cq12roqdFa6VWw7BGGePTZ7R9Nj2l9+5QOIeJ9d9STdlqzPiwpCsPx9TVOnTlFMRigjGZtvM5oNGL/YDtRzauWr3z+i2AN4/UNpnsHbGhYdJIcvHUgSIYySRTV+x5JR5IGZn+tMoUU5Vet1tXo+WoOJeB9izGKcIdS++pn6Vl7YdUKWwUD6YGstGL+4stJUpjKM0dTteSZpSiKdH+a3jfWYEX3DvaBZdVQ5AXF+Qs89/yzPHTfeR57/jpGDEEl6br+r6dyygdm8wXPPPc83/HG13Dx+k2+8tjXCWIohwppLfvzBY9+5cv86Z98mrc88Cp+/IPvp8xzdq/d5E8/9TBnL5xnf15hrcF7T5ZZhsMhu7u7aK0ZDgc941Ufgb/OOYqioGlmR4EL0us5GVq+9KUvc+L4KYZlwdbWsRTwjeHs+XPUy4qmadCFTXiCgizPWc6aRFDLC4xxVIs5bdeBzglK6DKPf+ES1pUsZnuMsoImBvLxJt32NfZu3eDk6bsoQk7tI03bYLICJRofkhF16FqipCzArZ3g3IZiOd9nETWbD5zAaEPXdUdTplonOwKTORrJiCxACVrZ2yXFim2qVJ+J334s9uzTVUK7GqB8KdfLI1iQJkuR/s2XJFATe1xhdf1lWVCMt4lNK47CUcahdd8Pt1TNkunOLeoyR2lNPZ2y7SxNuwSgaz3n773AsmlYVh1Xrk8ZIdjS0nUtRV+5mV62TIjMFwsQheppvjH20vd3tEPv/KeUSotW3xEA/gP3Ge94k4+o1z1J5/YGvs3VS6dJSlFj76wmStH4jlVBmzmD7lvTCewMFKqgWbQ8/fjjvPlYyYmyxBESm9EqpnVF6h+kI0wrjQ+RZ1+8yvd813dy7ZFvICjKQY5WEXA4JYzcgGE5oGoXTKd7PL+zy7JpOKgi90822J1+BWssAY3Whul0mgDIEJK1gOKoPE3ZUfLFXVHf/wxHRQtN0/HgA/cjnadq2z6jFC6/+CJd6xkOy9WCwWU5xiiGSjg8PGSu5oxHI8rhANt2NPWSKlgGZshivk2N4a7oCcoxGAxYP3OBK1de5OrXHuPkyTNkecGi2kdLRjDp+ddNS7Vc0DWecxcukJWWk6fPsn+wx2g8wticp7/6VfJvfxNOp47fyh4ixogRnTQwZJ7sCfpscJVehHjHsOIqcMRVuSp3UHVeeu/05YFZKI7SJelvOoTETBMJcISJa6RPtJLo1O0SRWt7VHfe8Wt7ZNkxX9QEMbhsgCkHFOWYyWSDYpiTZZb1yQaj0TqD4RBtHShD1bYsWs9z04pSK7ogLNqAJwFeVqdacne6j7IpODlnj2Y9UqAPR8/mzmwDODJFWmERq+yIVWahVwKsdwae1ClZnR4JSP1z9aiQTjMRysEQpS0EcNpQuByrNJlOojFVU2OMZoFnulwiwTGr4Jmvv4CzSQQoTWHq3qIxAWiRiETFE08+y872Lp/408+irGBc8u00tuM97/wOPvOFhxkUGVUIPPrUJXwUDttUTnzus5/D6BwtGmcdWpv+HtPfqaqGpul6kNcclVrz+fxoxiZloqsdoXnwgVexsVGS5ZoTWxPyzDIcl+gQOdw/pGtafNUy359y88pVbl2/wXI2Q5ouUcwzx2G9pPINUo5opwf8/i//Q65ev9g9NwAAIABJREFUvcXWG99JJ47l4oC2gfNvfjta5xx+/cvUTaDrDMNiSDNfMpsuKAcZEiuatuH+B15JMbB0UTEaDDm1dZrx5nHGowGvOHeG/ekBuwd7tD4k53OtMRGszej8DCMGaRP3JIoQlRypcUX6tQJHZbtCoUUdZaF/HdfLJLPosYqeX6BQoOUIqFFH0XKVyseEYPcZxOox+HMndP/CNp2n0wkLCD4ZyQbxhGjRovusJGUmUSXH9ugjEjWKgDjL9qKjzDJ88KkakoCoDFi5gqXuyUo3U/paUindb4IV++52tpGCW3ruMYbbb6rcxl9uB507AczbGEWqV1e2bf3P636RRKFuKiaDYaKId0n4NkrAWUeZZajSEAWmiyWmN6h5Yd5wZjggiw3ztkGURTuDhA4iOJcl9TECWhdcevHykZ+K7kl1Gs361hZFWeB9yyDP2d3f48LJITYfokyfIqsECEKalj0qwVa3spp6NauvARIwm+cWkduWCQDPXnyBja1N1kZD5vMlJnN0nWewOWK6fYtWWs4fv4soLZvHT3FjexuU5bkXr7K3P+X5i5fZ399PmUZdsZzOmU73ece3vYEHh2PmyyVlPmA4LHBZwfq997F//TJPPPU4r33jaxmYSQqIs0OMtWSupHCBqA1lXlDXNa2K5GXBzvYOymo21iYcTA+Snqj3lKMx1mrm1RJftSznuzBcS2I88XYp/v9y996xtmX3fd9ntb33qbe++/p0TuGwj1hESbTCqMSkZEq2ZcV27CAS7CBxYNgpcGxAiARBjmFLCRIESKAghuMYsWMgkCxLskRSFClR5LANR5rOmXltXn+3nrrLKvljrX3OuW9IiuIIwYD74eHee+rea6/1W7/y/X2/C680oTdbQIBIj0UOF5c4Lr5TwpAEgxapTXuZ1FxJ2rUehJAL/AKsVgH8sUnW8vFIKbE+LvDxdM6w38ETW3m1CMikzN7UNpZrnaOyDfOmorJ12sEdcwsQEs6iTOS6sT+k383ZG5fkWR4RgKmqEhdxW9byi5p7G2u3HsZqFeQ49Lu9GBaJzOWQrXZJssBZhBCFdxyeTElO7GyzNhzyzscf4+KFi7x29TXmtcN7h3OBalbhHBgRja/TgqkNXJiUvH2toC8lu/OSOsDaxoBp5fBlGQ0d0eczeU6W5zAeR5KWVCm6fv0673nnO/niF79I1im4s3sHk70F5nWqF7fhYliEbe24hBBixSKNlXMh6nxKzcbGFnVd00KfwwK0FHlBfu9zT/FdT7yDwdpGzMnUJUKAygy//Wuf4pOdgo2tIX/09DMcjY4oy5LpNL1GqcV/KX1EnnrPb332c3zi979Ip9dh58QOb33rY9y5dZPrF1/jzsEh9a8/xc6JE3zPh97Pgw8+SLfb5b777ifrSrqhIdcGoxzkBmU6jKcT7j17nsvXr3L12g02t9bJO1EtzZYzLl+6QVgbcufiy5w51aHlpk1YKwBciOXymOewKBXL+gv9kBbMx5Lk6Y0cbw5jIWLCrMgNQmimlaVdHUss/ErG37Vt3CkkEcvnWhLc1RUWE4ySm3tHzJuaR8055mUTE1oCvIgkwCEI5mXFnf0Djg4nTMo6coG6BicVI+s5auaIIDHGxFKs8MxmcyR64f6F1kCIiKpTSiZylXQdRDWxql7tLj3uNdz9++pjq++527i06E8jBO9997s5efIk0+mUvcMx3cGQ7/ueD/Irv/EJyrJeJFkjWMughYrlvqDxFp49qqiJuY4tYZhNK5yLeqrW23Stguk8ViiARSUnyzI2NjY4HB3yyGOP8sJzz9IZDpBSo8ScPMtpbBm9OR8T2pPJZMV7DKytDaiqCJ0uilhGVUotIN+rJWMpVBTa0fB//rN/wSc+cZJf+u9/jiuvXSPLcrpFn5uXr/OxP/8R/sHP/CO0kQjhFp+R5zoS65BaDYLDO8VcWGgadCYxQuBqz62bt7lx/RYCD6IB48iEYXR0wG/8+m8BMYegjaZp4oL9M3/mu+hnPf7qX//LGO+4+MIlOvfdz+kTJ3jm+Re5cvUmk9EIN/PIDcOZnXv4t//b/8zf/U9+Amn8ItTIgkqgwtSyriKhktYxBBcyhSIy9hMlKB/uTyEUeVMYCwG44LA2wQ3TJFzZe2KL7srCgdVEYPseWBqIxOfgWoRk3KHGk5LRaEq/k+NqS7ffjZ6KcOkmxIHv5hkb65u4BLdu5nNCKuXujsdJUiCk8qNahA3RbV56O7Fp6jjoCxJS8JhnFI5N/tXru/vn8nNWLj8cNyzO+6gP6iIJ79b2Nv1ul9nBLo899jBf/vLTkeRGKkKIC68WMQeKjK3ozjuMjG3nc6OwySMJCYcQIdDRW8qUXgCaYh4B5vM5LnjGR0forEtZWVyqerQcH1/f2LXXAk1jk4cR1cCX+R676OaViSIRCcELekWHK69e4e/81z+Dkorh2hpXX7vCD374+5hPJvzQh97HZ7/4ZRrffldkwfJulXwoDqptGqRSZFJHghkd8KEBAU6AxCBCxIo4KQjOpvJ45PWUUiCE4rOf/TI/+tEf4rUbN1hf63Df/fdw/cYt6vkc4R29omDQ69HpdZEerl66xE//Rz9KrkP0INo5T3LKiL0vrfKY9x6PQJF67wLxfFOoKu8a52/neFMYi+hyZgQhaKxFiJSoFC3wySfWH5/csFRSFQoVXEz2pDyBFoo6NPFWO0enKCg6GWu9LoU2hEwjsejcMOx36XZidrxsLFXTgFdoNIO1dVCKo+mUXGs6WSfW/LVCTOY0vgbnKbSmbBqsBBUMgRApAp1DC0VjHVIHpFcoEZuWSK66b2Izk0uQ77urJ6173h4L0hfBIhF83Ail8Uww8I1BnytXrtHvdvjgw2/l4ivPc+7caWZlyc1zZ7l16w7WtmObWKJCJPETwkdKwRDdXVc1qfkqVpXiniUiL4f37Jzs88qFtuwXDc3RaITRklu37iCFInjHvK4wKltEVT4RBbUPtCEIxARwC5ZTSkX6Qr+sgoTEve29j8ClEON06xymUzArK06dOsWly5cpyylGZEynJT/4kf+AH/+Jv8BXv/QlfuO3PsX+/phGNbHC00otpMSy9ElgKFUdgl869N46RCp1Br806O05SwFNCHQKw9/92/85t65d5Wd/5uf58Ec/xo9/5Ps4d36N0s7QxnDrlUtMXcNX/uAPMJnnz/3w9zAfTWJFMN1fhUSqKKUYfOQ09S3AIrrPWJGwFSk0kyEatT8N+cI3hbFos/8t+9EShZhi0UUZMu7azjuCBIWk1+0TApS2irueAtHEHafIM86c3omw26aK2I1GQCdnXHvmh1P6pV3uYs5jraW/vsF8NqduGrQLqEIjHRACXgmKQuFKhQ2pQuMi4lGJGrwhz3vMZ1Nyk+Nm00iYm5vIvykU3kGQrFznasi0ugOI13kai+fFMsaP8f7xsMU7z43rNyM0Wkg+9alPMx7tsndqi5e+9ipN06SFLVNoERbJRGAJI2e5y8fjeAHNO4tSgm63G5GCpO5HAaOjI06cSLB2AtZZvE96FvjlNQBehnbLPBaKrF47gUVOKB5q4anFZRNZ3lv8WlYUHBwexvP0UDbVgsm7zi3f9+/9+7z/Q9/LZz79af75v/xVMmMIiX1KBRZJwRb70DYOLkKfhM5tjyX9gIvf0zTc+8ADfOQjH+XWzZuUZcmptQ6/85u/zmBnnR9+1yM05YTx7px82MHIgnvv2eLtj56lnB4uq2Erh8kK6qaO3kIIsaLWzo3U1RwISx6LEHMY3zk5C1ay/yvIgYjojHNIpH8B0JlCCsEAzdpWjpjOObQCk60xmkyZuPhepSTzyRiRZQQbIrmLrOl4S384wFpLNa+pmoamcXFX8YFmFhm5hQt08wKT55H0xHts7VG6QDpQOnZ8NkajjGLSNHSKLjQlUniCq1nrZLz7Xe/iC099hTzP0SJgg8FZFw1HnH2vmxRtb8jq33B8ITnnVrAGy9IsxETwcy+/xBPvfDcmSK5eu8jNG7t89annIoGxBi3jYsvzDk0zx3u7ADlxbKHejQOJP2XiqZjOZgzWh8ndNfG8tOTWrVuMRqP03iU4TaWSp1sNq1awIcty8/Hrb+dIdPNXxyssPbRUfl20mqdwVCtN1uvGrlCpqMqKTicnTD1/6S/8JJe/dpknv/qHUSQ5JDnMFucjjl/34pzTeEeD6xYl8wgaq/jRj/0YP/Dh7+fW1atcmcJsdMRIBj72/rfxiX/6f/HE//SznNjZZpwdIn1ACwWPnceVJagMLRvaDUMmcBpKIrxCaEU5m0USn3Z+hJbaOa2U1TD9O6caImgsCKEJwSFlcksXRBORYIQQiZ/OD3sg4GFR8PaioJcPeUpLduc1R50+Vw7uUFeOvtYMpOeeUwN290Y0lePszgnOnt2gnM3Q+YCbB1Neuj5CyUgo41uXTitq7zgYH6EO42DHpwRDLfmrf+WDVOUR3cF6PK8A12eGR87fy+VLr5H3e/iiTzmZkCvH2VN/jrr0OCo+9Gd/kH/zb36Nz33uC7jQMmFJ6rpe7O7HS4hLhOpqbuP0qROEEFueQS0AW87FFvxBprnnxDovXbzIQ9td3nXPw4QgeP7SHjcPjhj0MvrdLufPnuF3PvuVRH4LedaBEGkAIe7KPjXORc9CAWGxaCWK7a0thIhcEkprlBLkSVzJmGhAovK5w4u2pV5DaJPZx3tcRMp7rIYlQojUryLTAmpLgtEwCCEIwtO4mrqxkWPCQ6YN+fqAftFBC4HJotjypVcvknW7ZJ2Cv/Pf/Jc0tiQvejz5+0/y8Y9/nCef/iqdTmfB+h7L96n1fwXbIKWkbiIe6B/+ws/x6COPcOXKJURVcfOllzmyDV3hqITgp37ih9jMa773gw/zxV/5f3jyK8/x2o0p3RNd/tKf/TAPnF9DISE4bIgea3RyPEpolACddXEOnKpwInb+EmTik3WpokSSmSCF8t8hOYto+CwhJSllu5OJZXONdpJKWd62NaQXgAzuHZVcDpa6hmmwbN2/zel+h4ce3mHvaM5sPGdY5BS54aGH1hdEMOPas3n6PpQRbGcjLtwaUTUNUknm0xmZFEwOj6ibGqPjwHvvohGRglnjONwdE4xnayt2Tzqn2CnWuXbngPW1Id3OMEr3SY+gw52jCUVHEpqaTEi2Opb3PnqeyrqYqa49IlO8dmufO3f2cYmzUiR32K8YDpWIWaqmwTvwsyo2MCVXFB+hv3/+Yx9mVjfs7R/Q6Z7ChoxyNGHSlPQHXXZObLF75yZXblxh0JHc88ij7O0fUFYN9993L8+++DyNjdwYUpiUQ0k7LgFr4yKf146+0wjR4EPUYhXS0NZ/rLV4HDhJEA5kiGQ9qo6ufZL1i4ZhuVsLdTyh3fJYiECk61tAmZOBlVEHxNYNwXnqxiFFoGlqTm6dXCTPmyZxe2jJrJpz6/ZtNtbWMcYwHo949/vexQe/7wP89sc/wXPPvciVy1e5cuN68rAaomMfW8kJ0Mm6fOQHPsyH3v9+KlHzzFNfZjYvmc3n3Ll9O76m32Vez1kzBh0EZVnzXe99nCfe8zjNvObi8xd55LFzNPMZuNjJS4jdsFJEdTknBUYqvBcE6REyJ/IkNkATYWmibYpMJVRa7eDvED6LEAIqkbkgWexYQghEyljbxCFxMK/YeftDgOSLt/a4cWcXh+PMxjYDMnTpCIcHdAeKnbNbdHsZRadPVdcMBmtIoXjyuRf4vT/8/eiqWsl4MkpJ1djMdSLLCA6MMjjbUDuLIPI5BqAMlmdfuclbHzmFtZ7ZaIpWXayuyRQ0ocbnNdPDKRUGJftsb1qGgx7d4T28+sLXcLOKe3cGFL2cXm/IqxdeozPc5GsvX8MYRSuCLVIIZp0ltCFZCIggGR0doFQUye13u2xsrCOI3J42eH73qWdoKs945rh49VaikrdMZxVaCUajCUoqxhOL0hmvXb2OlIqyKnn1lVfYHA6i+ps2XLtxm8ZWUQbQC2SI5dkQBFU1Y2NjG++jVKTzoGnRtCJ1z8d+B6MylNALEJrRMSSDZaUoMqW1zOJymTNY5GgihcHCC5MxCVlXdVws1sVEOQnUJaDbLTAy8qJEp7WVMoyLan9/HxB0e12qqqapax59+BEef9s7yDsdLrz4IlcuXuJoNgMh6A0HnNze4uypM2zv7LCx1qWZjLm8t0e+M0RPZnRTiXc2nnA4PmRtc4sszKi9jEp00zlITehlnHz8PtzRKEoMaIV2HqslIqQwM4QoLhRiqB7tXli0RAhaVK+L+QkRECGiWxWJOPoNHm8KY2GUJDeGIGTEuidEJUSlbOs9QklkgL3KMdnfo9svGGz1mNuSurIcjSqq+R12zgw5ff9JJJJ6PuHXPv4MVR3wOk4wpCQXmrzImM1nC5JTrUGqjK5SNC4m/1zjyIs89SmoaJ2lSAXsQDmtGI1GZL2THM4Nk4Mxk+ku9597kGsvX+LAr9GpS06eaRC6QyE1nsDnf++TdIwj9Htsnz7L+sZJzmU7vPjSi2SdnNFRxB+4phXrDWRGL4hyBv0BtqnxjcLZBq0148mU8WQKRAPjhCQPkVbPe8esSu4ynjNbJzgaHSFkDPmCdzF/IQUQhXhU2qWD98wmc9YKTS9TTOcVbTLWpRzTeDIlLwSBKMOogsLZECeXgOAdLji8DTSV5dzZHYL0qCDIc01VJavY/kgJ7UgWVCdPI0Kfl55GW6ZuQVwtU1QMS5z3MaHqAnVd89jDD9Ed9GiCI3OeTtGh6HUxxgCeLCuQ2lDVNXmeY6syaomGmGs5d//97Jw5j8oktrGUZclat8fhZMTe6JDDowOstVy+dIW826UwGZPpBO8CwShOnjjJa5deRclNJkeHCN0h63fwItBMx1TzwNGtXe5961uobU0jiOLWCaSmpMJWNUrH9gTrGqTwaAFNiDKc3kWhqcim1VZABEhP3Vje6PGmMBbeB2ZlhUy7JIvse4jItRCIXIyC0lne/67303RLNjoFjVDs3TngwuWrnNzaIB/06CqJCh7fEWyc3uDatTuYIBFBAbG0Ws9rQNDpD/FNTWVrbF0jEAvkID7QGw45PBwxHAxwwaGFQUpNryjo9LsURQ+kIiiwdk430zTNIRsb23StxXTXqOuG6XiX4eZDzL1nfXsNLRwnT+6gcsNoMuGZFy/yu5/+A3LTpa4iK3Rs1TYYY2iaiqqqWF9fj89rjUaitKSFfbsWHi4FmQgkeUx8yobLIPBecPtgHLkhU47cO4dWcpGgi3w7mkxLtIwQ647pUChNzyiMqDDGUDlF1dRceek5PqMNg14XpQ3CW4xWOB+z9t5F7EqNoz8c8OQffD4aECfxVuCtXN7vBchOooRkY32dxjaU5RxY8ogYY6L4VMJfKBXzJFJIqrJGEGP5uqlo6oZBtxuh087S6/Yjv4eIAC/w6EJEHVSjGQwGiG6HXq9HWVYcHY2YllN6vT6DbofhoI9tGjJt6E87ZLmhms84HE9wRK+laWoGnQ7jasrh3hGbnT5ZlnHj2nXWNja48OorPPq2tzMe7dE7fYqh8Jx864DPf+azfOB730+QsezqnEVLvaRc9IH5eILOJPW8xDtiDkdFQylTtcYvSu9xk93c3HnD6/RNYSwWNfdkQVd7BKxNStZJP0FJyS//yr/FEdF6WhvqoFHzObVQOCyZ84hOQShrgjbUlSfogFYGpSVZ1geSiy8EOi/odHtxt04LzgeB9Y69g32kVpTzeczWG4cxmvF8zumzDzDcPkk5c4w44KmvfobvftvDHB0FTtzbpxrtIhuDbObUruYLT38BBRhvcQb63S55d407tw958vNfYtjvEYREqT7OxYRi0zRYa9OkFty5s7tIdhZFd+GitsnXCPf2OBd3FmejV5SZDILHaMX6xhqjfZuEmgQkBTOjE7ujiwiGqrKMm5gk0yYaoaaqMFrFRSqjdkXvzDbv++4P8PSzz1OWNVmWoYJGtFUL4VAyQ4g5V65e49btGygim9NsPkVlgoEykc0dTyfvkOuMv/bXfoITJ7ZwMlZ3lNNIGvYP97l554j1zTWuXrzJrb0pJ052eeHZZ3j+pasorZCNjEY1BAaDPsrkoBSDXg9lcoKKyfT2fs9GUyBQ9Ap+6Z/8Ijfv3ObipcsJVxHdeGP0AnQX+33kArGqtMY5xz/+xX9E1jhKV+MIdMs1BoN1bl65zGw24yuXr2CyO2Qebn3uKaSG7oXXKEwXX83pS8WNS1c4ed856sNDesUaXs7x9RStc/aPJnz6Cy9zfSzw4Yi8k7Ox1qc83CMTgnvOrJMng721NsAo0Arq8d4bXqdvGmPRKYqkD5pEVZIClTEFnVySq0j9712MifGW0ga8nKNFwVQHtLJ0gqHRHlPW5F3D1sYp5HDA9SsXMQ4aGY5VHVp6vFqstJ4TlrRkPupICq3TvhfDk0s3biKEofaCoAXWBU7tbNBd6/Dg4+9g5kqayR0yJVAmEr+e2t5GKpiP9qJmZjPDVTmDThZ3EB3Lfy3aNE5mFsjQ4DyZzpLKmGc2myzi+FU4uafVHGnzPwqlDM7WSKkQwWMDCGWWTFtIahs9jai+5RgMemwWOZnJ2d8/wtoGpZJbLBQyRIr8sppTzuaoEJmw24qMFhqT5RS5itwMM82pE6dwZcMrV64RvMP6CLwqZ2XiLvEQYjh18sy92GpGPasoxxOCrykGPZ596hlOPvggn//8U+i8z7yc89jWCX7yR97Hv2oanrt8DR9i+GUdvOXkSYa9Ab1hnzzLo45our8tX0ae5wTvefGP/pAnv/A0QTqyrLMwJlJHztLgUmUiKefFhG/AN7He8Bsf/zj/8V/8CezBHsoGdFfTWIsuMrr9Hg8MT0clsdphm4iHscFTlTWNjVCqg4vXefW1mCMKjac37CONiNBxaTiq5swJhEYzs4HRdMq8kngELx9M0Dryt2ZmirU1UsCwWCrCf7vHm8JYtDiDponIS6midyGlxCTMu21ifKx0jnE1mc7IRaDbG7J5+jx7u3fY379NHSpUAxs7J3nifR9g1zrK23cIQVDKZWdn9Frson7tU7zrXWRTXogWS41MzW2NtQjvyExB03iU6RCkRmUaj+XRR99JhSAoyavPvULfW4b3bLJ35NnayhZ5h2H3FBcuXCFsW0RwaCUoywpBoLIxf9AiOEmJq/W1PqPRBO89eR5V2aM4kVtcC3AMCdoiLdvHtMkwWpGlvgrf8iY4lxKlgICiiGLK6/0Bzll8XdHtFsznAWebiD510SsRyV1u6pg7CT6gxYpKhRCxqoEjyw3WOpQQiOARISIjW1SqVCCDRAnB2sYGvTxn1lR4Lagk1FXNb/27J8mk4dXPfwlvDd2BQmioRgc8/VoJMqOfdxi7OcpoGm+5597zi4pC7Zqk7hbQOoYibdexlJLf/PXfBBVQXlHVZcqjyOVc9OFYZ/FqDiWEwGc++bt85Ad+kMIYStcQQgKfSUVRdPjEp19mfb3PzmaXnY2MbreHcC5ytZoetmnQoU9wgnI2Z/fCLUReUDeByTxwOD1kPA+EytMYj8JQOYfOTMpQKGSIYZ3wilx3Ikt78x1SOhUCcFGsR+lIr0aIYrQkvL7QsQ23dpHZOcuKmCuQir2D29y6c8T7FayfuI+1J97O2v6c24cHXHzqq3S2NrBNg5JRm1QbuehpaBNCQUS2DCUECIkMESlaNzZ2UQoBKIQXzKdTPvC2d7B9/jz7BwdYK7ClZO9WyXs/8Bi/94mPkxEwJ9a5enMXKQQb632ciHD06XTMvLRYHwgiR+UKRKK6FyoZgLYjNf68dXt34Q3VVRMz3+3YxVcuf09uhRDLXb4sY2zvnKacTxck6kVWJIEah5SR2Ne5hiLPmIyOFjzAMQ8iMN0uTgjwHlc2IDUuOMbVjKJTUE7mZEKR5QV5plFCkElBt4hSAf28w9W6IoQMxTQNq0zcnRGsNRj0+fv/7d+jspZi2Gd6c8zRtCZIzcPnHmA0OqQ37HP9zgG3bu2SdXo8+mMf4aVnn+bF3/p9pIbNrQEKOLE94NzZ06hMk0kVQ1oT8x5NYzG5wifvbD1XPHPxOkYFGgHCxxYDIUOq2KiYG5GaOAQRjh+TkLHXZzqa8PSzf8T3vPcJQmVjRcJ5XFXF161tc6tyXLw8Yf7iBFt7kI53bvcYZAXTyZwgBTrLEa4mOI87nEFHohDsz2u0NvSEoxaGxtV0CoPJNFLGsrrzPmqWzA+pQqBxLvaJvMHjWxFG/qfAjwC3QwhvS4/9LPA3gDvpZf8ghPCb6bm/D/w04IC/HUL47T/2LISIlHQBbF1TdLu0MJKgIt2NTriDoGKpzdsapRSz0mHLgBg0TOlx5+gGDzeP84XrF7hy5TLdzHC4exshwQWBENHla1vipY5qUioR2SAFZVUvAVFCIoJYdvophQyCt77locgn2Vjm4zG2mnHmbJfQOMYHM5w9wojAxqaiFJKgA3Yyx8jArBasrxc4EfBNiZNF+q4YX1obwT/tY4i44y5yEjqVm1dQjK03EZmo47lb2+7aApva7ZvGYYxJVQZHni9V110zXxiXSVmi276HROYrW5yDDBEDoGIYN5sG/t1vfIKqqqh8Qzlt0PMZGBVDEWNomposM3z1hRd54YUXKaspWSdet26JhxEEpfnwD/8gp05sE3DM94+Yzy2Xv3aBSgo2ugMeOHWa9QdPcfvzz5H3ZvzkX/wxsl7G7etXk9SlQAU4u17Q6ffJsh5GacqqpugUzGZT1tc2IIG+FDFBfefwAKM1eIcIS7azkGr6AZ9ySSE2XCzGfFn61cCla9f57g98D409QjuFCzKS+CrFcG0LaR2jak6eZdTzGdXBlLHI8GWN1BKNwoTAqHIYFeh3BCPdkPkeHVPQyTOyok+nP+T5V68jmsC8KRFKceLkFg+fvZ/tnR3KpsS6yD96/fI1Xrr8//6xS/GbHd+KZ/HPgP8hY+c/AAAgAElEQVQF+Od3Pf4/hhB+cfUBIcRbgf8QeBw4A3xSCPFw+Hr43ePvi1Jw1rO+NmT/aETd1JFWLcTscpEXMUufEGvGxMqJJuCFY6OWXNBzlJTc/txnmEwn5FmOj+FbjDdX3EZJXCROCvDRjY/Y/ihmCySKMr8AiLUMVYVRnLn3PJXzFEWOsA7pDzh39jTjg1uMqynn77mPVy9foXs4o6FkTb+FyXhK0IF8bQub5xRZkRJoS+CRtaudjyyTlyt9IuHr7BKRqVyu5GKW/QvLCR9/tuVIiAnUOnVHhkXfQ2yMssnjEEKgWnYu7/E2xPpKCt1q23Dnzp1FuKNSM5erl2GUEMA88LkvfjEmlqWgqkpaLLVQKvKgSfjxH/phRrt7FMMuh4dHDNbWKKmpvKa32UfhUV4y7PbYeesJ5uUYdX3EH/3h15ACMqFZGwb6hUAb6HdzVJZhyzLe+xR6KBNdd2k0MsDFC5fiWC1n5mIsl/0x7SaS+i+OvS4SA730wovUdRUFvSdzTBL+0CrjxIkdXFMzunGdPCsgWNSWZOolwcGGlCgFRaZoGpg3gYPaYqTh9niE0QYhHN4FjCmYTEt6/YKdnW10lmNE4A+ff5bm2cD44IAiy8g7HcT/HyJDIYTfE0Lc9y1+3seAfxVCqICLQohXgPcBn/9mb8qyjLJuUAj29vdxyS2MiFqJCzCr4uD3ul3qaoq1FZDQnkZTB4ttYpZa2gpcoC7rRUPeAuQlWki0R3iwCzhtC3xaAQgJgdEaKeNuFcfDc2pjk+3tbe4cHgDQVDXGBMZlxdraFoPNHV567iUeeOgMWz2DMae4vncb5SXleJ9+5Vg7fZLRwYjtkwNUFtXCWeQbEryZu2HfLM+tfS6eVTtd47sEib2rZZECROLPZLXvZKlDcjdfRnsoZRbtz5FWL8kdpLEgAYIcLjUtEZPUIZ2TiC5x20Zuj5EAtXmWyLsqlOTerW1uXrlMlueMJ1OClqytr/GRj36Um69e5NbuIUe5xh+OefyxU+zdOaIe7fIvfufTXJ2McUHwVz58P7ev7XPjcEbRWcMGSZCwvrGBs5EUN+IrYhNeAAySj3/yM0k4KrJ3iRVDF9sQVgWTRaK1O953IbRg7/p1Ll66yL2nTzOe3qLT78YGxe6A3d0XmM9nZEpxVM/JspxT505T3bpN12QUWnE0GRNkwHnJ1skuUgkOxpaxk5zZGiIICCX56jPPkfXWMLkm7/XY2NhECkF/fYvxaMLW9g7Wxs1gJf/9bR9vJGfxXwgh/jrwZeC/CiEcAGeBJ1deczU99rpDCPE3gb+ZficzMXaMil4y7f6CIFwimnGsDYdsbG5z+PJLi+YZ48E1jkp58nQDnQAtZYq1E0HO8nuT55BU2UW7b4tknAQkIpW4bltWrmWXYbfXo5zPCU3DYHOLyWxCVvQ4sbnB/GiOloozJ9ZxpWVs53QyT7+bk5uC0MuYWEEmNdN5FWG8iTOhXexiBVzUnvPXa0VfGc3Fa0mfomjRjj49dZzcNv7aoiWXY7PaJr96OO9R7WJZGBUW5xu9rvjlUiVRpLByvu372o2AZIhCi60QhNpy5t7zyLwgXx/CrEaaDuV4hsk01lZcf+VVNs6fRRrBI+98nHvv9dTjKbaqMFKjdOD8dp+dbsZ9BxWvTRWCKAfRbhqEyFOhs1jR0SIC/0aTGd7FPENAQHBp3O4e64h6alvrI39HvCaHR1rHrdu3efCe8xHBOSsjnYCS7B/uo4gcF9Jk3HffOS6/epFzmUPahrKyWOsBS9bJIuWgNBw2Y3ZOnkJ6CwI6nQ6lBV1Eo11VNc46JtMZjXNUVYVQgn6/x2w6Z+vENvCVrzN3vvXj2zUW/yvw83HU+Hngl4Cf+pN8QAjhl4FfBlBKhmGvv5hYTdLesD7KEEbwDewfHLG7d7DAQQshcDq+JyMK5xAExsgFPNZam9xnji24NkGohAJSlUTESaIW3oeLWiArC0QIwWB9jel0jHeRvm59bZsrV7/Gy1+7yplT67zjfd/Fpz/5uzw0HHLm1CYET6+TE4xC5R2a67cROkdlQ65cv83O6Z1Yok1cBW0F41hfxF1/t499s2OpVBXxKa2BjUipaPxaPdZVr2v190U4o6JsQOvtLL4/rR0lxIpjI2iNyMrJLn5ty5VyRetFSMnETXnvE+/BmlgNC33F2tY6VVVijOLG1asc7d7G5BkPvPVh/rO/8fdSSTtgZFSlg8A//NdP87d+5D1ILbC9Pkp3KDod5rOSxkacSCAm1bp5hgyebDjgYG8XIU28Zh+WBMq01JcrIEGg0BqXWsLTRabhFjzz9DN88N3vodPrUh4egvdMJyN0VdKgEcKysbnBhZdfpp6N8Gs9yjpqpOSZobKOYc8jg8PVis1+n8zOIrhIKe4cjNN9CghhsY1nWjt8YnGvmjnaGo7KI6QUXL/62jedK9/K8W0FMiGEWyEEF2Kq/n8nhhoA14DzKy89lx775ichJDZ4XIiwYOujKrSUMipmm3gD28m/SgNvdBaZkFWUxVMy7gitWteqRMBqKLJyLdy1iab7HasibXJr4bIGQW403luUjq69pwYX6K0PmDY1oSz56I99DCssUmiKzhCtcowpQEg6WQ5KMm0ajg6PIsX94jzk63b11XP/esfqwr77NW3IIGRM3opU2Gl7JiL8yi+M42qX52pIJmBJCpMeW7hfy8hp+fw3OE9gcf9Uqr5Er0pQFAWPPPJIrOQQAXdKKqx1BG85t7bNPadOMRkdMdxYJ8+zCOJTOoZdWkc6fAKZMYgCpJZ4GStr2sS90fuAUjrBqRXOe7o6Y1bXx85ztcNXiON5o1g1WrYlxNf7RY7ncHSEVCqek4dOHvNT26ZmW84YuiOam5fJ5xPWjWQynVPGxtVUDbNoWSCkYtY4VGFYW9+kCY68GLK7N40hno2JWJUp1tcHOCepKkfdeBpnI15ICP4UBMm+Pc9CCHE6hHAj/fnjwLPp918D/m8hxP9ATHC+BfjiH/d5AbAuamE2jUOKWD5txWWWnY6LE4iNXUqTZwZroWnq1OgMwkPdJLYiqe9afMfd+2NSb4lzoWUfWhqKxXUjRDQWCIFtGmw1xwsotCT3c8rmCNQGWoATmvG8ZrvfT+0kmvksVmLyTpfSWQb94YJiTiqNbdzr4suvZzzufl7eFSK05xt/tvSC6fqDxwWfKN/SwvBu5fWRSjAukshGJdrRFyuLqc2tSLlI9n2zcz1WsQlpl463k0DggQce4MSJE9y6dSsC0b2nqiJozjlH4z3n77uXybMv0c2KmKhMXZUk8SSpIhdFPZ9hbYMRMYTVUlMRKfqM1rGXIuVfqqrm4ksXKBsLibpPsJRsOJbPWUlGtwFsDLHcAhvjvWN3d5cANGUdk/NFQVlVvP9db4lUi76hdA7pI+NWXTdRL9V7Ghs7sOOC90zLmgLH9fEUYQxalwTnwUtMAslhA4XIYtets/EzPSjlECKGJ2/0+FZKp/8S+H5gWwhxFfjvgO8XQrwrjdcl4D8FCCE8J4T418DzgAX+1h9XCYHWXZZRt1GkBqYQH0vnEHdDISgSN0L6PkbTSWznDiF1OiRF9JZXccUYfL2N+dhOmXYO4aJbLFN1pI1125272+3gJZRVjTzcRw3XUIVGZ326bkodGgami6sl88kUceokpptjrccEgfMNvqzpF3188BzuHtIf9COU2iwtxeoudjevw915jNUdbvm8S9fU/t2+InInibCUIggpGRqSOnuAY5WV1kNZ/r2Sk0js9Kvn0xqwbzTeIcQQrnVMlFT81E//FNY2DIcDXBOJeEym2dsfs9YfcHD1Bp3NTR581zu4uXsbpER6lwSqAkEGVAjkeYasGqzQVNqgmpq6bjBaE5rovZbVlF5/yGQ+R0nFr/7Kr+K8R4oo4RBJb9NmEk948TO6WXFCheAXG0sb7goCdVmBd2SZYjKpOByPmdcV53RMlluh6ArIcwHGUHVzlIS68hhtKHJF6QKurHn6wgVkkzEeTansEUrtAwGjFN1yFMu9s30uPP9lMi3JpeD0yT5FHoW0pFTk957jxRdf/gYr8Fs7vpVqyF/+Og//H9/k9b8A/MKf5CRi/b+KlGQpZJAp8dbJ9ApHY7T2Lv0Zgsct6OBbDQ1xXB91xUC0CTkp29iyJQFeTuDXJwF9ep9KOzEMh2uRdk4Gcq2pyjFGGHCeTmeH2fiQylWgVNIWcdTzCmk0Hs/kaIzvCKytyPOC/dEh3WGH3etztIwMVs47UBIV4lrUeinh117YEgy0OOMUrtm7wpHYwSkWlYwU8sQBQwQZQVpB4mVEq4YW3J6SoxHJePdYrhiI4/WYlfEXi4XWfmegJZBNu7eMDWMnT+7gyip6gz7gVUogetBS0N1Yo5Gwf/UqI2VxyduUIeBEGiihUFrRWetxeOeI0DWoIqOs5qxvblDNZnSLHrMy7rTeNuSdPn/03LMtsmeRiF1ea1jMrWMx691enIh4GAgoY1BaYcsGabKIWrUen8VQMBfglUSiUEpgUi7E5DKqxAlJHhp+8+nXmFnPiV6B9ZYi5Ek5HYpOhjKRya0kkGcZpc5421sf5fLFV7h87Tbz2TwaZPXG8ZdvCgRnCH7RBg6x084HyLRetB270OphOGobmaCEEKmt+tinLXeAu45jC0hAIodYPNBmyqVa7rhSCbxrcwLRWPQ7fbwV1N4j85ymnOKQNK6ir4fc2d9j59Q5AjCaHTIvN1BCYwjkec58XtEbKoKWTOs55IbN3hq77CcDUVErDaFGigIbPHIhhioW59pWTGLIppbXgEqeSEt955cGMoUqntj3EkWOBQQf47fAQuEseg3JaCwqNa/3auJwt0pYHPu7vQ+R5q7dCJaVmpa74uTJk5HZqqlxOlCWc/p0Y1zuHbdvXmd3fx9LwFm48sLLC8JiozR1Y5Fy2ReDjLu80oYgBY1rAE/jGpy1kSCaAN6hspzbB/vkvf6ynHv3OLTjlsq+hKjKlmYOQbRGRYLwZEUeuT2IZNRKSrxrFptaSInRIANeEpO9AXTSmvEhUBhJHQSNrbl8+SrOx0pJ61lHAmWJ1FFMOjOG4domti45f+4Mw/UNqrJmNB6zsbXJ8y987Vtaj9/oeFMYCyklvW7soLTWUtVxUlnvacp488JKSIJQLKAz7XaVZumx9X/X8boEYOtGptKpFIIsz/CEpGwe4/04V+LE0DrDIXDGYLwlaEcdLAcHI05s30cjBdP9EaFq2NzcRIYOdVkzHHZRQoP3dIdD9nZ3ee3lC5y89zTd7jYvvXIRYTTCCr7y/U/wxCe/xEQDweLlajUmjkbrFS3DoxX+5uCP2croHqdkJRFPEg2zW/RlQEuTFxKjmFyMeRy7NvRj8d2t3sfdFZtj5EVtniItk0TkFUuxRH5MqSQf/MATuNmIm9dvsTYYELxnUk9xtePa1Wt89VNPgquRswo33GB4ZhtZN4Qso3SRqzKtutjzAew1GXkh6JoOwmgO9g/x3qF1ouqfzyhLx71vWcMqRU5YCVsDSiwFj9oBXQK0wkKIuOWIbe+MFJKTJ3bwtsEL6OQZqNa4CITURJo8j0ZgQwAlCF4gZGwzN1riqoikVVkem/ZkSGVVFga/Hfd2zs8mI67MJly4cAGdmSU7unh9SPgnPd4UxiIEqJsmVS8CzoU267WIt9sbtCppGEFJbYjCqs1YHKu74PL7loOs0mTVysSFZC21bVKeYjX+jru0c47esIvJMmjq6McIjZE6cV/CsFDY6g5F1mE2PkQUBd5bdBAQJDWBYCQOQekdLzzzHLny4KDEc2XvFqU0aClw3iKDYvUKpJQJg7IkfXE+gGxb1ON569Q2fWwMRNuJGqn21SIvIxbhS+SCiJT/ywUfF/Zq/ieWFkUy8m5h7Jf6KSTPBERi8475kjS2MpL2CgKbgyEieIJzVOMRzjqCCUwnc7a2NvDDHlSKorYczCdkZTdiK4wBKRfzoKWh01ohiz4KQd7t4JqGeVmSaU3jLJnJ8NajpIkyg3mHBUEvLJi8F14Fy/zXsjK38rxso7qYd8uzjPk00hoI1dLwKTIZsCFugEpKhI+LsPVkhBALpblIBBUNhJSRLTwkDBJCIH3aHFfm+VJEWuIau7h3jfsOIb8J3lPNaxZ7vIyub5sziICf41WJZcJvWc8PPlUFCK//kva7QkArjUrlu1k5R4R4Q1bLj0IIOkVO0zSRwzC5zc41ZIMuVVWilEF1tmG2S28Qm9wG2TpFxzEb32K4fYZCbdAb6EUzmlKaHI/KBtyZjHnxD64xsxCCQcpYxrx47RArA9oZgmySmEycwPFaI4u1bDEB+Jjj8EkvNo1Hq97VGhC/mskPS5DZ3VKKaaTwvk6dq+2Yh5XKSzJUqYQtJAgrEdrTkdEgFh5mRpEJQyCxOdmYPBbS0diAkQIbHPfcc4bR4SEueCgyCtXHGIV3h4yspbfZQx1Czzve9q53c+vSZR5529v52ssvEzKJJhKYyeQh4TxadxHOIbWmmxXMRmO8ENi6ochyrAusbQyYHRxSCJVYLJehhQ/+WGK5HZ9j3kVo2wdSuIfDCYnJDFVZsdYbMpqOaSqLFp4mqJRedniZqmAICCrK5MiA9wJERlnNKJ1AK59CNkUgVluUiJigtr/37rnbnndK0/2pHG/cN/lTOOIFRVEWEg5A0PY1xGzuceTgalUgtJ9w7Abe/VqIiyfLMqQE6yI1mpQSsVKEXi1BusXukVCOIe42WmlE0yCEjyQu1lNXVQxRnEepDraZo4OMBsXkFCaPGBBv46LxcHt3zKyMpLtOhqRTqbG5pu/jyCih8FKkFtwIfipMxubGxsJQtKFE22Xa/m+aZjEuqxoUd3tad+MK2rtiUs5IypgU1lovmK4jp2NrQKLBrwNsN/CPNzd5T9mQZRk9YaCpIoFuVeO8w3uLt23pFpx1mCJHFF28A226yG4HTI/M9JjtjvnRH/0xHj1/D3uXLtPva0yh+ej3fhApwAiV0rEtlDwCyKwPSRQ4GlptzGIcyrJEK03R63L96lWQIsFGlgjTb4R3aZ9bxfu0c0fIOHmVBKEjgVKQIuaddJTz1lKghUj0jJGHwuEjfLzdLIOP3aMLhzB6HEpEKYW776UQYhH+LY1GW7h5vXf97RxvCmMBJF8qxt4L13eZsj8Witxt6Wkz98eMyPGwpSgKpJRUVUXdNLGW3U6O5DrCslzYeis+lRJblWrvAsJ0aDygJEFqtDFR1VtnUS1Nx4Vb1QfMJkf42pIZg9cCW0juOX+Wqp7RpN6K4D2yDgjhcK7EJ15I4Wt8CGjCAhDlXGA4GGKyLOYRkhu/TMUcN5zHqyIcG5/jlZ+7H4vGIcsMgoAxKvFg6pXPZzE2zko80HjHtd3rfOiBe7nn/Bb3n9/kgdPrnDmxTbeTp93apY7YGNZFOQSJrWq6eRfjFMwbMqM53N2jriaEes7a2dP0t7e48PtfZLq7x5mNPv1OtsjPSFpSXxFpAhehmI00dd6RF52lTqpwZJ2CG9evE4JbEZp+fel3dW6tkg3dPcbLSlxISePo6Qqp8NbGdnffEBINgwgpxBMJBbvI7fio25vyaUHE8nXUXJGLe3V3eboFMiolF2F0HJs37l68KcKQ9qIXYXVqx46EsHHnatmg29fD8ga2eY3WYGglUcl9rm0syZap43DxX0WCG4mPcbOPTMwRMuwJoW0aSq5emoS2qdE4rJ1B01COb+Bc7FysfY0Jkiw/x32PPsBXPv1rgOLahT1e2DvC1hVN1UAIVI3nwWE/gsm8Z65UFDzSgZ/bPWLuBVYZcIFGaqQv8T6iEG8fHiKIyEVCjGtjyTlOkG/oNqf6p1wxwK1Bff3OkwR9EARn6ffWODwcAQ2ZEVgbFs11ANYEtJVYa5nedw9uMufMyR2c0Pi8h9eCC7bmaDTFaBFlEp2n8XOUWOO1K0d0h5psU+OERwXDZDrDdTK68w4+6+BpEOsZpx84R3ZunTu713jiwbfwyRdfIA8C4RxeaDIpcWVDMTiJwFJOZ3SzHA/0BwOqsqSxjqLX4eTWCZ568ssEG/AalM7SRuUQK1omq0bEJ2h+8MvH2jmpkhc6mU4xUjE52Mcbw+bmJtcOb+IJSC0Xr10KsS0mNyDAOUaTGidUwntY8G6lO/gbryWIm1wLUV9uuW/seFMYC0gXnwagzRFIIVK1b1kJiAO1OlKtFxHfo7RCCZlKTHahU3TcI2ndspYNK+oxbGxsEATcvHGLECK93KKcmoxZACovEKrAdPt4EYCGvOhQlhVFBlde/BIXvvI7SAFrvSEFDfefXUMAmRaUNhC85nBeIaSmaiqef+YVRCZ4tFJcP9vl/pOeeWWprWNWWube4IPA2Uhmgoj099GzANHS6wtPBDynnW2l1Loy2ikzlnbARVItPRXiY0pKfBPje4SKIZZUuCQQ3Y4tAbJa4LVlTsbj73sfl/YPaW5dh5DAck2DIiT8TAABIVhE6HH+npOYLOPq5csMh5L9/ds8+NBj2NJSzsdkncgpWVvBjSv7bD58H/dKQz7ssbO2hm1qjGo9BonWcTPABZyHIs+pqjp6l0pSlmWcJ1rjreXO/j5KS3zqEVoah3Y+xgpFKyrUTtjXhSuLcqrkYPcgtukHhxAmdhb7yKMaexdTXkHGOS6SwRBuWTlqGpv0Q5Zzt80biZTNvzvcXpR2V9aVuKsz9ts93jTGAsQyMSnigLV8EvG5dkIvE3GtR9Jm/mMfSKRDh1TGkq2q1hLJGUQa7AAk9SfnHEdHR9HLSLvDQrVbKIKPgs0OgRY29iw4TUFFZi2z8R5XX3iRMDtk0O9yamedXqeHyQQ0Fp05xhPP7ZtjhmuGfm+DvmkI/YJ6f04VBD0vKFXNux94C1IFynIWJ3SAshxT1g0+SA5HFSEI9qZzfJA4H5iWHusNQQaqRjF3kUfU+0TZJhXBtzqcBqRFidh7JwhYkhiNaOPe1GSmJJVzzPd30cZEzkgnCAlxG0NH8EGCdwSlmH3qd3jYdPlCoQgyR0mP7PailyI8oOPd9h4pPb1un+efv8r6doNzhrc/9g6axtPQkCHYu3GH+x5+lLP3n+fUmZOcKGJVYTLeZ3u7oOsEXnlsKqhrIwllhS4UUmcoZbCuZri2hvARx1MUOVIIxtMRV2/fwomQnksVD+9xMiYfg9HIxqUEcfI4XVjombTzMXq1Ch9gdHAYd3fh6agMqys6xiCooKUdTGO/QMiGSEno8KAyatuS7ZDMf/Qe49xeLn7B8RyGc0tBrOSnLPJvb+R4UxiLVRePEKLyVAhRvk1J8AnIkv4brRdGoC3VVVVb9kpUaCt5C1i6ZzFHERW9ll6LiM1rPgJ3VHL9bFOlc3FIlcV8BQHVOCSWenrAVz/9ccbjI04/cJazO0NE2KJuDhhsroEQWAKdosMzF6/zha+8ihABE2QMd3xgfS2PRKydDNlUjAMM1jeovSfvryFcTaEFqjiDqyrAoQwE7yjLaFA7uUJkOVoFcA3NtERqw9SWBBe9jnFZMatqKueZTCtcE5glklhrHZN5RYOkcYJJE/fHyjo8EqQnOE1VuZSAFmlZhqVHIj3KK6bC8nIA5y1NIvVVCHw5QXkbp3rKFyitsHXgPe9+nFPbir29mloU2LJGOEne7bN34yUGIqPSgXBo+a73votp0cP1huxs/n/cvXmMZdl93/c559z17bVXdVXvM9Ozcma4i6JIxdpIQTHhOJD+iRFLAgzYkYMANhIj8D8JEECBAyVyHAtW4Di2ZJmyRNmKRUqiyEgUw33I2ffpvWuvelVvvdtZ8se5r6p6RFoLBWGgAzS6+r2q96rvu+d3fst36dFbGPA979vnay+8AlZgEN7pvtmg25knSWPG0wmLy0sgocgKr/OhAtIgZvPWHbb3D0jSRn14zGwKvVmRcRaphW8y1ziM2b1njPFgM/wYFAsG5y0XcAgVEEQJrVYbFcC2Cuo0F+8aJw1CSsIT42WJ8ThynDWMigqjXW04Nbu33R+5t+H+DOOk91Snfk7wFyN+8xe1zm7q2QfiJ6ceJFSVhiAIaDa8kMjMBfxsEKhf6eT1Tsd89zehzl7YGbrxbEfbalunef6xAK93oGSAq6CoCl58/qsM7txhrtdm+dwqzeYiOoqoTEFTtSnGmr39A1QUYbIMjWCul5KVGlMYRrrkStKgKCqS0OMAbKgYVgV3d3ZpdeaQrqLdiAhUwtJiRKRiBuMJg4khK0ve2hzTaHc5Pj7A5RM6nZirD64jRUyrldCxbazROAxRu8mqDAlVgKs0Tnn6f15aqlKTlwWTSUGeZUzHU6YlTHPrexNIMiUYZzmTQjPVAKqWN/TkLesqHIpEK/aCBCcMzTim0D4FDlQEteO8qN3WsBIlIQwUSaQ47k+IUknu5ghUgQqbuFCR9Y+YvPAa8+95nMquMLw3pNWeoygykpUuTz70AF97/gVKQoR0BAKEsyRJijFV7YYmqaqSIi9IGo06KxJsb2/7keWZA+v0XvRU+SrPvfN7fTifxfrMGgLWnI5chXMnLGKpAqyzpEmCdHWQraEBCnWfJJ9zZ4KvtRTa2y9Koby4ELOBXH2oOv5I0Lifz+OzdSHkCd7lu1nvmGBh6zqWutwAfyHi2EuYV1qjTYXJa21EZig6gTR+tOhMiVP3i7z4D9bhnLzvMYnwjtnCR3FbayxabZGBAKsIiLCyxGrFXNOyGEukTXn2s/+OpSBi45FrTLTFihInDNP+Hs5oJsZQlSW6MoyOJzgRUBU5sZQEYUiUJLR0zCSfIlopMhDIImAwLchEzI1vvO41G41AGIeUloV2g3PLCyzOt73xr7bs7+8zvX6TwIToTsLlxRXu7ZZ0AssUy0KnQ5KGRITMdXuUVY6mwoqQSSbY3zugKisElrlul+VeSmvtQW7e20E6yI8GiDjGlJLWXI8iM7R7G+R2iJAR2WiEDBxR3KugLIwAACAASURBVGY8mpINh5gs4/rmNtOiRG+PyVCMNVRGYCxEzSahslRa4pwiCBXLa+ewVY5ISu7sbvHa7ZdZmV/ksYtXyW3OyhPncVsFm5/7Mq9+9Rke+cTH2H3lNZYevorOHY89cI1CSgJrwCqUlky1ZTAesH5ug0hGBEHAwc4Ozlq6yZzXBS0LfvXf/yZBUMvkC1+SeoNuh5AhP/Vf/21+9X/93zjWJYGM0LXT/H2TpLrPMSttjXOECEbjEWsXH2B4uEOSNIjSFMcA6cH2CBSuRsqKepJjqbw9pQgZZN5xzJiKmQfsLJM5eb96n2hr/Jj4DEjRGFP3pjTuTDP6z7reMcFi1j0UZ7xOwZHnxcn4EvzoUqnZpMLRaSasLHe5fnMPGwiEEb4NcV/5cTb7cERR7Ou4mSemFEhrarxHiLISoSxCGBIhabcUay1FoxEy110iTQKiJCFtRAQqZTwcUQ4H2LKiNAZjCkbjkrKqyw1pvNS/kCgpyXRFK20w1hXSOkIrMU7Q6PQ46h/SnVuknGRMXY4VjkAr9oY5W/07Xia/3aSbhqRpzIWr64ynE9ZXVnFWk42mTG1BNIjY2ysgDqmKCb3GIVJ5V+44NihbonVJ0l0hjhKChiAvKlRmefjaRaJIInVIYQXFZMzx9C4ul5TuNk0TkU2HLK9cZjAY0ky6dOM2ZaeLNRXzvR5FUXDz9nXKrMLEAdeHGWVlUEGrFtERlFXJhUtXKcqc4cEW7W5EkEvObzxAt5kyHB1isynZ/hYLG9dQw5L18+dxxmKFoBqPUWKITUFqsKI2BFaOvARdVszPzZOPphTTKZPplJVl78xljKHIC/b29+veA7h6VGmNRkrF/PwiF1fPce2ha3zrzdcojTs5yPwte/+oftbr8AhL34/IsimqtoAotIbAnYxXtXO1fWZdMTh3Ms43xlBaL59ntfP9h7oOFwIP8ps5yM1gA6K2KeAsXmTWCP3ut+g7KlgEgfLKVLXC1WykNxPKhTrtYtbgcfxnH/9hho0Wb934JUKRYFSFNWf0Es+UIFKKE1Tj2VRSOYmWEoFBiMoHDAetMGC1FeBCycbSHK1OEwc0GhHWCXrzC9y9dYcyG4LzPqDjwpBnBicVeZnhjMHkXkuikTbQOsNpS6IFWRAgAoFUkkmpEbbCFho9ndBqpCymLZaX57l+fZOyKClLPwYeTMeMJoIgDtk5mtJrNvjYDz/J3bt3uHP9Fo1my2salANMoRCuohAZF86toMl413ueZDA45Ob1nPOPPcDC/Dle/8pvEYoE0bYMR1MWF9rYAIYHBYPDPnPL5+n3dxFBSNJSFGWf4vh1EinQpSZZWCcbVBBALi1Rp8H8wiKj6YTj4ZALvQYHmWZ/NEXUgjZCCpqNmF63w403XiVqxJSV5sb111Gy5IkHrlHogkYzRTagvXyecZl5CkjaZLh9g/n5BmXi/Vuc0yAccRySVx5UJ4S3oxwOh0RxAxXG2LppeNTvMx6NT8efnG2KO97/0e+loUIefteTfOuN1yEQCH1/b+DbAtzqJNnpCqc1YRAyHI4I4xjMKeNXScmM0zO7p2flrxCSSs8kJmvbCm1OKAcn6cPZ33mG06ibpZZTw/GZgMN3s94RwUIIv2G0MWhjT4KDZ1LO5twzwRQQNWVaSsVnfuvTfGijy1MrLd4cZEzyU/z+DGE3M5HR2tQXvJ6Q1DeIwRAKiJWjmyYspCHNNGCu2yZuhjRVE+sK0lgRJSn9wRHFIOPmjbscZpLCGjbOn8OlClv0WVlQrC526TaWCKOYsrDkZoywEULB7z+7w539A+JGRCQkRkMjFnTTkh/6wGNEcYq2Jf1RwFu39um1W/TtkCAM6XSaYB2t3jxbu1tobRiWmv/jF3+JNEpqZUFDK2rw+CPLXNnokmVHPPDAuzg86nP10mO8fv0uLop49OnL3Lt9nWy0TanW2bi4wuBwj8HxHlubQ86ttAlDydx8m6O9I46PBjz85DUOt+7R67YQaQ9nvQzci889g5USGcVYC0WZsTC/zHB4C20FjUjSETEH4xLhPJpSCclLz7/Cw9eucenBBwllzMHhFueWU46PNa/ffAtCiYnboDMGe9dR800acwsECqQRKKHRk5gETaki35wMYKAd7UaTSTal2Wwx6u+xvr6OdCDDhKooeOvGDe/GrhTOeci8da4e8QZ89K98lPJ4xHs/9H38m1/7FErfL83ydg0R/wUgJHEa04gjRv0jugtzlHlBFDdxYx8UgkDhvAmnb8hLiTCSmWq4MQbtFKD9v2sbSQcnUxgvpOzH0aqmOZh6rwgEqu4Rgfs27Ow//XpHBIvZROIE7Yb5I1J4UPeShEcMBsqTpPanlld3prQbiiSKyYopCHVSyswg3WdHrVKI+3Q1nRCsdmLmkpgYy+raPN35hu/cVwEVBUvzHbLplOO9bQ4rwfW9McIp3vfIBZoLi5jjLTrNiFEjxQURxmZMCo3LMpQAFYYgDY1OyqB/jIoiKucxEYUuWVUNVha6RL1F4kqwvNLhQuhYXu3xqd/+BovNFGMhG07o9eaw5ZRLG2tEjRZ37m4yyXP2R8eEoSISjkJXrKw+iAwNTTHHs89/kysXL1MUcGFd8dYLx/za127xrofXaS902R1e56u/+SqBLvjYJz6MuHudN166xcVHz/PoU09QvHiT6WDErbs7jI40awspVh/QaTYYHxVkk5w8ywlUSCUNQRBye+eQymiaUUypDcikbuJZHNIbJquAP/zCH/K+Dz3B6tIKayvn2du7Q1FOQTqSMKEdLqDbAXdeeBEZJJxbWSMo+iRJh/F4m147oTPX43Bw7MfokUQGKXEYepapVCipaDRSyiz3p64xVEZ7VIQUeJ6bx5YIbXDK0VIRY6UoixJ9on1yet+ebYqfgLfgPpnHsjJo58iKnCRtIib+NawBFYCxpm7m1+LKdc9BSenJlc75XtqslIYTqj9S1Bpms6zb65KcwLudAyUxVv/lKkNOWHx4wKvPKvwjwqvLencyJ5C1dJkf82uujx0/srFGejzgtozYGgK2pNQCIXwUVoGq0XI1dNbP+2inAQuxYi1VhO2AhUaXxlyKLh1xI8bKAptp3rqxSVUZCiM5nDo6SYTA8fr1TcLNHX7gAxeZFBYlJLGpPMpfBcRBSthIcQ567QYvvrWFE37uHQqJLqCRdgiTEd/3n/wgNgioyiMiIXFO8t7HH+RdTz/Iv/i/PkMxKWn22qyszZHnBVmpuXnvDcIw5pFHr2GsZTQacri/j9UVz75wh+958jw6gPlOjC5GPPPVr/LkE8s88p7LHPAyw3xEuN/g4Y15LvZSBrnm+mvXefcHniRMXmehGfLiN17k6tVLvP/d1whEzt3tI9584zbznTZZ6Xj91gAVOVInqYqMJIqpygxb5EShAinItMSGs7G18ONwadHGsrW1TzNt8cb121y9HPLEu97Dl778BfI8JmomOCHZ6VvWrzzN5s2XSO0UKySHO3uE+ohjMs6vzLG1c0CUNDg4GNNrboCUVNZvriSNwQmcVATGUBbF6WldJwjG4SU9ogBnBcVkyHg0BCGIYw/g0ub+E/osgtM555XBjcYKiYpjRJHhipJur0s2GiCUBq2wwhEiUfX7e/CWR1FUQhCHFn1SatTastSEMun1SoTzo1oPARc4LAGyVkznhEIv8dT973a9Y4LF2wk6p/NiR7ORMs1KDOY+FSwhBIGUVMBrdw54YCnhR9aW+OUXt3AuBln7JThBIAJQAisMq1HAXCMgjULmewuksSCs+pxbbnJvBGGzhcxydnd22D2uGGS+OZmGAlOWCCTToiKNUr7vwxdJ4oS5cxu0p0OyImduaZlARriipDAZBAGhTXjjaMrnP/cKcSuiKCoqa3n8iWscH+zxiZ/4BMrAeDikrAzH5QRcznjYR0vHT/ynH+bZlzd55cU32Nk7oDKWRhTy5ANXuPzANb7w1a+ST6fIIGSx2cU4iRIRX/r6Jslcm3df7jHRmsff+14m+YjRvW02luaxlaYVHdOIOyihiNOSaZHy3LMvsdKdY5iXbJxfwwk42BswrYa89tItXn55i52jinOrEa1YoYwhDGOMrti8t0cYScJ2m0leIQxEkSCv1bGVDE7mAQ5LGIb82ic/w0d+4HuRgeDzv/87LK2sMRofopziqy88y1qrS7p+npX1R3j55dfZuLBGcWuflUvrjLd2+OD3fogvf/NVhDJMigirGui8IlIh2lmiIKlhB8LjR5Rge2/X8yz8zYQXCxOETtJdWyEbZTgHOs/5yLvfz2e/9AVkEHgw2UwI+cy4ddZPE3gvGaUt7TiiLAuCMESUDusicAbpLMZ6Nu4MJaykwDpDQIBxAoM66a/MQIIzrMdsr4g6gzCYWqKgLpVqyQIhPMfV2r9EwQLqcsTdD1211tLr9UBOGAyHCE57EQDGaajg1jQnPYJmFHK5E3PrqPDahELirMAGFamC5aTBfEvRjht0ul2CtiKuHKay3D6YcvHCA7yxc8De3oCyskzLgsh6TQJdGYQMqJwg7nZpqpJm3CS04PQErTWhiimHU4ydEi12acRNhK4IgoivfubriFZwou+ohOJ4/4hOt8fzr05JkoTR5oCt3U3cYMqRKOlGIZeW5zm8ILlxexMVK/LKMtfrcG5jlZu3tnjpdz6HkSXddptQROiy5ML6EnE+ob2+wjRs8DvfuonLCuZau2xsLLA03+Wxx9YROmd5PqVfQS9usji/SGEFJuuzdWdAv5/x1it73N05YlRlZMdT9o5HdBd6XFy2yNJgrSRuhwwHI0ZHU9qNCCcUgzwjiBMcDilCXGVPRJilkidK2OBP5K9/+eu8+8kn6TzwIMPRBKsLtnaOQSmORgPWzHmUlZRUHB8PmF9ZZDrQJM1znOv2aESh3ySBpLQlSEEURmRZRlgbB3s2sabKSzY3t+r0n5M63zlHVlY89cBD3qFQCtpzPT74kQ/zxW9+g7IqQcoTXMVZpidQZ04GFSpKU+KCGFFZRoeHdNOU7FiDtXUTUiFnzm7CYRx1iS0xuFrd68zeqNfbCYCz8ue+Ee7Jz9Waon9ZEJzgU0UhT5WroKZGC8W9e1sgvQ7AjGA2m5QEUiGUH3u+flySuyEfutxiGMRMxhXN0NEOYbXbI0xSklaHpJESJQmRkySR4TDL0VnCl1854NkbzzM/N0elnbdQREGoUNLgrCFttkmkIJ+MKFTE9uaQhx+9wur8HPm8o91b5nBnj0rnjHf7HI/6tJoNnnttn927+6jKkoiAwnqZ+uEow6qIBWPYe/M6e9ubyFYLGwSgLaO9IfZoyvWtEc0Lc4TnLrJ7+w3eeus62wd9eu2UpaUmrbRHNwlIpcIRMjnaob28gh1N0eNNLgQW1ZVYN+X2rYy7t7d55cY2Ig1Iwohmt00rbqDYImw3GE9y9jbvYLTG5AVYS9qMaPdaLC52kFXlvUeCijwruHv9mChtImPJNLPIwPcJhJMYW6KtwRjpUbDC1iM+XyYiHAJLWWj+95//BX70h36A7b0thFRceeAKH3zXezna36EsCrJyTC+N6C3PM9jeYbHVY3JwTLPK+Oj7n+JzX38e4ySduQWavTb3Nu9y+eIFykoThooiq7DWksQh12/f9Sxa4SX/DAYFxJ02n/ixTxChmdlKRM0G//Dv/7f8D//oZz17tBYWMm+fvEmHsx6n00i7HI9HGAGD3V0CAsbjChVJlDLEcurd68/KMihDVRWEUUJVeMg+4hRoRZ2F+IBRPyc8T2iGJDqBgs++T4D4TvJxf4r1jgkWokZRnoYK31NwtUXcjPhl3dtm3TWYRTlLieD6oORDheSp1YRXthxzSjEfSZaunMdONSpWJI0GcSiJI8NXnr/Fwe6EB895xmmn2SDLJ75vokK0sVRlQaeZ0Ol2QSqGoxFRHBEEMd985U2+9M03mYsC2t2E93/w3bz/r74fcsvW7ojs3gFpIPn8175Er9PGVgW5yQiSmEAE6DhExg2K3FC1uqy/f53s9jbL1RF6eZ4Xqin7R2Me/ms/zNbNu/zBH3wJEUtW5xd4ZCNlvu1HuZ35DhOd0+3O0wu6MD/HcDwlH0+YjuY4OhxhSk1UFvRQjI4zxtMJkYhxRcFoMOKo8rwNmQTEDUU7DEibTYJegzLPcXi8iKpACYvWJYPplNFkyvxcm0mWk+cVMkgpiowwbjKppkRBiggFW1s7EKbI+hT1mIH6VFTKg+OcN5majDK6Ky3WOy3sZI9KWrAVB/095s6tEIUNxkVGUI4Q5RFmO6KJRSgPUIqThEAFVEIjZUAc+bq/KApC6fsJAN7qgJPT2TnB5asPMddukU+HICCMIhSOuNEkyzOSMKKqqm9bOvssyVGWOWEYYIsS10hoLs5jpyVVFhGaEmEEI5PhlCQQgkYYopTypkUGwsj4Pp09LclnmAp5MuQ9bfoLcYp+FkLUB28dNpynRXy36x0TLOCsbJk5jZz4em0mnorgBA7udQUk0jkvN1ZBN4l5/WDChx5aZy8pWDy3TLOZkMZtXCCImyH5MOfW1h4HR1PGRUUawpuHfv4/k/TzhCBHEsfYJCSKYgbDCdPJmLSZImuwUhCFzLcCgjAiiFK+/szzdNoRKmywdq7HhScucu94ylKnSTUdMnWStajFyFak3QaPX3kILeDJ1WXiJGZy1Oet/W2qfp9WP+I9QUyykPLN3/kC4WDIWqvD4+9e4urVdT7w7kfozfUI4yYuUCSqtkGIAppSETfbFGWBMSV37rxJNpywv7PLnet3mSwpyqlAqZjACe8LG0YQhsRSARZTWYwtKYsCUZVeJcyBNA7pNLvDIUVhSMKY8aSkrCxhmNTXLWSkS+IoQUnLS7f7jCtIIwk1dNnWWaSznu4uagHfZ559nh//xCd47rUXKYVBS4POJkzLEWVVcuf2JuXRHuR96DSIV3qIgSPdP0YCcRwSxBFH/WMuXb6MsY4wCtF55R3oBN7c+Sx3SMqaji/4yEc/ihIOrX0ZYI1BqYBCWy6unGOnf+AtGhG1sfWZ5fxrWesZp4EMAIVQIZaKZrNNoo8Jg5BUxv7Et86DR4VEiRArLSIAK05f29bgDXGKT/TBwdgTvsns4PR75n7eyJ+H+M07Ili8vQYDf7N6Qs/phzJz0ZplIWEQUjmLUoKlbpNW5IiE5e7I8kvfusFP/szP8Nlf/RWaTOmnDZLWBiaK2DvaoaoMrnJsj8c8tdrgxZtjFns9TOhIVESjkeCspigqpHGU+RRnLXEc0wwCjsucQaWhUiy0O4wGGdIYojjglz/9NYSKiCgo8wlps80wG5EqxWUnmC+ntETIehGwMzwg2+3z0iuvQJoyRXAw7DM1Jeeefppvfv01mmmHjQ/9Nf7Khx9muTXm8bW3AEEYpUzHfQIz4Li/g8kryqLkeDwgFjFFjUUxWMK4SaMds7raodd6jGEFr37rGTq9Nlt3jzEyIbIO8oJBUaDzHBcoEJZYCmyWY40mSRuMy5Kj4YhWs0UkCkpjKY13aDOV8fB1KWhIy/4g483dY7AQhgEBNXtTzvRJZsjcWrrQOvpHA77x7HMstFI6SxsIGRE37lFmDVaWLnMweJWo2QbdJCs0zYV5wjzj1e1DBJKl3iIBgjBNCKMQIb0S9ijzm38ymaCYNQztSePQWcvK+nnOr/XY2tqm1UpptdqAIIoijDH81E//FP/63/wKd7e2aiLZKasZhB9dCklVljhjSTstXBignUZXFUwkUkBlLBESJx3OGlRN2BMWlIJI1RJ9synp20hkSL8nVG0ydJZcdhZZOgtmpT7tf/xZ1zsiWJzFQDhH3fg6Vfpxzp1w9E8vjELritV2TCNwaCdZaDYZDw5r+Kvk33/y1ylHY2yzgWmv0t24xGhacrB9QDNJeeTJaxx84YtEKuTyxVV6zYThZEpZQjbJsU77sZOSKFlj90tHaSXaCOZ7C1hnqYY5DTREXvtRlxUyKKlkiKkk4+MxVZ123w0lUxWhY8mbVR99b0SoYqLWVUTcxIgUsdhirrPIxScf471/dYGLy00ubASYquDmrZzJeECZFYz6RxRakpWaMqs869Jo2q0mma4QSiCURipBhMEWMDg+ojsfMLYRxgqm2Yi8mtCMG2faYpaooVClxRQVla5QgaLRalJaS6E1SRIwySaU2o+jwzDAaF0LGyu0Lnl1K+co86WFChQikJ6DY2vKtXsbErFu/AoHd7a3SS5cxeYlwXIbvTVirp3ywt2bSNtie7tgfaWBKAvuvnKdX//scwwrTaAioiQliGLm5+d9lhgGlEWGCn1WIaytp2oww0LPNvuFi5dZ6i3ihKPIKtL0VHU+CgIWVhZpNhr3CQadPey0MV4yTypsVRGlDbKyZDSdECO8l4yTWBfUyErnneVxBFYilKr9c7zc3szK4T6JBd7exPyjaNK3k8vOalz8Wdc7IljMoqIxpnbq9mw95yxGOFKp0MKrXz/8+DXm2i06zQ67d+5hx/dI5xYIGg1GR0MK55iUJfPzyxxXGmXhcDrATeY5LDOU8L2JwSinWTkY9TnurPL0w5cg0JgM+oEjKi37+7sUhMiypD+qwEEYRFQO4qhBVWSgJNYIAgcrK2uYToPDg32mgyG2LAmjwDMPx1MPmsEyCEBWEhN4Pc3Ktvl7//QXaXRadNOYy4shSWCJGDIcFWgdMDzcYvvoiPFkyL0bNyhRvq+iFbnWZGWOEl52L6wqiqIgihuYrMKajEmcEzAlTRtM7xxjpKAoNUlLoSlxRYnvNVpiIciKEiUUMlTIUBI4y2ia4YTPNpwKyCqNqD1pJ0VFM2qQa0NkHFMNR1ODxQu+qKDm+zjrcSZCIuypNJ2qpyM4z9Is8wztQJoJQRUhAkFpJwSjkrWHL9M/3uWzn/0Gb93a5HiS02w3SQjQ1rC6vMjhzg7La+sIatOeCogdSipsKCEf46iZxDVKyuEI9Yg3v/F1WgtLtFbXaDdS+q/foPPEZZLc8ereIVLnKGdxUoGzZzZqTW6yHhc82e/TuNRECoE+HhO3O7i0yXS0QygEuawQVvipXVVfFwyB8mArKWWNaL4/EAiEL11OBgFn6Oc11NyK0yBirDnRY/1u1jsiWMyWV+YWRJH3OvVMOYm1gvc//hDtRCFkTGN1lclkSGdjldDMMZkWTI+OabTn0EGEzI+YGM1kOGRpdZHB0SGPNlISbfnxn/wp/tH//D8xOD7gt7/8RVYuXmRgLMuLS6xevUBkEw4Gu0wmGQ8+9CD2aEKpDKbSFNMBMpTsHxVMswLjBAejMeF8yrgo2eofIY6OEMbQkoq51R5hEDDNC8RBn5mgXSC9QApSYQOB1RUff2qBUCn29vrILGR7f4/SaYytaq5DQdJscGH9Ajdes5ggJ1EN0gSwU3qtDnlRIANNszOHO9gnChUqiSnyAKck+Shjb/MuD37oSc7NL/IfPn+T3nGTdmPNU+mLDKxlmo9rclmKHWdg4c7gmChUhAr6x2NAoKQXP1ahIo1jsqJkLo7oXblGI8x45s63CIOQQIVeiOfMaM8Ze5/auK2V2YXwfT2lFK12h6ORYnFtlflLP4iTgsbWl/kn//RXyJkQojBGECUJVaHR9amcNJsEQUiz4Y2Fi9LgQg/K01VBogLube8hlTqRzhfCfzofvNIhqm4gt99gsl/ylozASDZf94QwqeHJcynPve6QqsJLGZ6KMKlaK7OoStJuD6khDhOqoiTrwHRimdwbo60lji0qkFxamSc3FbGT3lNEgM4soQshOJ24+Otk+aNl++myM5f3ugc6a77+OQxD3jnBYiZKI4TnbHhxMgWiJIkSOt15er0mSXee9zz9fYyLIf3+Dq+88DJbm28RSwvDA6pBSbuZohEszM1TFIZUtbm7v8ff/es/QZhA1Ejp6Dadbofx4AhlLIUuGQ0nNCJB2FwgFlOCMGSYlUgjUUlCqztHECeIxQnZeMp0MGSaDbEYTGlodbsYXaBqYExWGY5HU6w2XnBF1PLyxhCqEBVGNNstxiNNBVihUGmKUpaNKxfI84KyyBgNBwzHFd1GxNjl7OUlvUZIbrzUnFIJhakI45BGEHNw7wY4x97RASpI6bTbJJ15umvzLF1YZ7JT8anf+xLXHnoYk0+9fN1oUAPYDKkKcUVOjkcX7hwckqYKh2UwGKFU5G/oqiJNY4qqwCmFc4KjwvJ4N2Bv4J24wOC9PGYUa4lwEivsCUPz/qacO0Hd2tKRdrvs7fWZX2pRlQUTp9FmDLK2PsCXE07WeqTG0m13fLpvfcZirMdQaAvaWSaTEbsH/RMQ1Yw/ZIxjLvBTHuUExsWY+ueiqImRFlta5psJEus3tj11KfNQdt9jC0RAFMdYIQhnPrLOURVHnDs/5y0Xbc6Lr+7SWF6hI6AUmlAYrJNUWY4I8Czqer1dQu/sOikznMMp98cGlT/L+pMYI58H/hWwgi8wf9E59/NCiHngV4FLeHPkH3fOHQn/W/088KPAFPibzrlv/UffxHlLuxqdikSQKMlCOybNFU/88PdjJlNEEHN5aZkf+7GP8/vPPIvMxyxcvsLm3l0uXn6cu9dv0U0Liu0DVjZWKbXB6AqB5MPv+QB7Zc7OM89w7eIa/b7C5hUDa7i3f8CLd+4h7+4xF8V0um2iVgvVbhMlKZGAOG0SRQnGwFyzxdpSyM6926SBZH9/iJo/z5vPv8jiuWWkLhFRRP9wn1Yg6bVb7PSHHnATKpQDoytkGDIajZEqJlQOScl8r4vWBaayRASIOKJqJcig4KCf44BP/sarNFPF9zz5EGvLHZqdkMWlFVbXL9Fqb7C9d0B+uM/uzevsbh8yeHWfcngXF7foLjd5z6U1eu0GRXaELUuCIEbGQF6STyZEcx0KF3C4OyRJYtJmzHg0RQswTmF1SZTExMIrjEscu+OQn/6JD/HoxhK/98xNIuX5DV7c5fSzxZ024c7iE1SdVUqp6KWdUAAAIABJREFUcBaOj4fMLzZ57ZUDnnrXA4RRwvFwSGBjwMP+vTP9TAJxZgLtiJtNwjAiywoiawjDACcFigBsQBLHbG7veQ6GmjnMC5ys3ddt7Hs99fQhdM4rhWtNFgUsqojVKGTPCS9k4xxae50LZywyilCB4tgaVnot7GBChSXfP/RQ96oEBaGIWV1uEpgpoKFKMeQ4l3K8N4bazV5KceJEdtbjZRZoz+prqJrSgHD3BRcl/2J6Fhr4e865bwkh2sA3hRC/B/xN4PPOuZ8VQvwD4B8A/x3wceDB+s8HgF+o//7Oa8bhr0riSLHSTkkDy1wq+S/+zt/ljari9a9/hXJ0zNb+AYmE8xdXme7P09jaYWN1lb/zk3+D116+Q7S8wv/yD/8+g3GfULVBee8RGziyyQjhAnq9Htmwj1El00B4fL0LWL94mdxqXr99m1ZwBAIeePBhjDZcfvAiWVagMRzf2yZebKGjFrv7t9l46CGub+6ydmmVIteoVpNep0lxvE9eZMgowCpD6GLQBhF4hJ51lkTFOCExtsaZuBKjNZXRjLMxeZ7jnKPbWoS0Ymev4CMfeQ8oS//wkO3XjomjkKXrR8TJbYI4YDit2N7ts3b5HGWieOC9T9LTGSFQ5BkHO1tYp3HKl3kqgGrsm8ppr8d4nDPMSpT0BkV5UWL8YBFnStI0ResKA4jKcjSs+PiPvJvQ1nL2zqBmAjLCgfMZlYCTEZ+tCVNw2sTmTO3vHCRJwMaFBV556RaPJRdwTlNQ4qwkUNTq1bPR4Mk8kSIvaSQNojj2Y1Ina+3iEqkC0jShKssZhvoEn5DGMTb0TutOgtWVH6U7gcutl1p0JWUkaLcjdgdFjaY6YyMppXefEwoVxTjjGE+mxGHEOM9BBigh/SEWKe+TIizWRFhKQgJwhnFReqsIahbp28iUJ4jRM94lzrmTMsRrcp1+z18I69Q5tw1s11+PhBCvAuvAJ4Dvr7/tXwJ/gA8WnwD+lfP/m68KIXpCiLX6db7z+2BYW+rQDhRdUzDXbdJspjz28Y/zz376b/PYEw8RS0cjbdDvH3K4u+8VvIVgOCr4F//y/2ZyOKU3v8TSuTXubd4iTBIcEiLFYDRi9dw6ViiCQmGEgjAijCPCIKJUjmFWcLC7w9pch73+AZs7B0ydY3VxjZu//fssLTRZXFzAUDE+PiDISzYefYwwTRkev0nabDIZ7lOYkqjbwhqDNV5SDQEW3ynXxngQkvOeqggv5V9WJdpahLVMp1M6nQ6NRsN7nZQF1hnCIODc8hxzDUdyaY320hJTnVNMK6yFdrsNUUSVTegkksHuAfnoiK3+Ma4qkdLiqpIoSrwniAypKo1QiqCTQlaxnw1IlUC4kMHxEK+DJ8mLgm6ng9WaQEowBbf6hmuPPIQtqlqMxZO0TppubpYCf3sC1izDmEkR1E/irGVuocfrr79EJFOe/cptHn30QQZHx9hacPnbp9b+9ZJG42Rq4MFOGgxUTtOIIvb7RwAnhtzWOtpphLXGYyicQYUBUSRB+A0MkBUlzlkeXp/nzeNNRO1bOPtdKq29MZQQ2EBSTXLIC9Jmg1xX4EKqHJQMcdbirLc19NaFzutdYBnnhUcZvW3CMSudoB6nWq+X+nbY+dll7amZ8nez/lQ9CyHEJeBp4GvAypkAsIMvU8AHkrtnfuxe/dh3DBZpIPnhB7z2Q9JIWF+dI4gjRBCSDYZsXFpnd3+HXm+ZhZWUxaUl1oRib2+XIs+YW1xibnmVLDwgG0x538f+Ovf+yc/hUhBY0jBkOply/fp1rjz4APsHB1TWMZ2WgGO51ySbZhxub7O3vU2gVrl4cZ319RUiGRCFikHpmGZTbtwasHc8JBCSpNmgvdDjcOs2D2ysMgZEVXFwdMT/98y36IQh5zc2aKURiWqgK42SYDgzFgbiICAJQhwSFYdo7RGIRmvKvEBJSRxHTPKcUIU4J2vlZ0O+c0DabqDLDGcsd/b2CJMIIQU74wxT5cjAkoYS6ySlLmkmAaY2NS6KAhkGaOM4urlH5QyrnYD+8YSi0L7J2B+iAk27FaPzCYGM6Q+nvO97P8DTQcR0fEQUxx5BEYCzlqqsfMrsxAmUf6a/AHWjTgqkUmc2vrgvpJg849GHrzAeZUyyFvubB4DA1R1+yek05SToOFBK0mwkFKU+GTs6awllQGFL7tzZ4eamvx1nZQg4Hru4gkBhXUEgPUpTqQAf9zweI1ReDvDDTz/Ib7286cevZ3ouKvLXNnAwGU+YX1oiWu4hxxOSbovjrUMaxqNKpbOUOAJLrcRuyYQjNI7+2EHh2cuzbqVzNfwbwPnDRzqv+fmdgFcOh7OOKIooiuI/ur//uPUnDhZCiBbwKeC/cc4Nz0Z155wTf0rwuRDibwF/CyAJJCqJaHUazM31CJKUQCkkijc//R+4/MTT3Hr2GaJIoKzAlQWFqagqQxLFTKOE3a1NjNOM9w554vwaE2lQuiQNEtB+JJubEiUFjUaH3d092s0mBzt94kARVhVLizE7+xX9nV02FlqkgaQyhtL2KUrrJdGUZG1ujtb8AnGzhSszOusN769hHPONddqtlPlei5YD5TQmH6Ckwyq8irgDZRzokkDFREpC4NmBXktRnNTwJ+bGOJQEqQQqCDDOYMuSCk1ZlYyGfZpxg0iESKcQ2pEXU2QYMtddJSv6lGPD9LBApG0iFVJUmkaSEsYR2/f2qKqMWAn6h1MmuSZOI4bDAY1GQln61NoFsH2U0+qtkDhLOR0RBzFVWeLhdJJYhWhbflt4cn2/MNMwcSdgJumnjtYLEnkQVEUSRTTmGjx/61WiNOLG9RsoRG1tcHIvnbyulJIkDEniCGMtSdJCVxWlNpTaInC89NwLNQN1Nn2RlGVOr5WCkEhXWz6o6AQ2jfN+riESLQU2CGvW7Klwrh9T+sAokRwfDViZ6yEdtJcWMUd7BLImdwkvZ1Bai7BeX8PDzUHgyPPa0uLMCPS0ASxOCZdy9n+3dVV1P4JzZoT054Gz+BPpgwshQnyg+NfOud+oH94VQqzVz68Be/Xjm8D5Mz++UT9233LO/aJz7r3Oufe2Ww2uvfsRkqV5NI6qKMgnU473d/niV36X4zffZDIuvDdFILh+6x6YHINgZX2DdpLS3824++ZtBtMxS3jRVakrEILKemRcWWmkE0RxxOLCInEcIoQiCf0H31mc5/KlqzQ7LU9ckxAlkjyzIDTbW9vs3bnH/EKLRuRoRuCUoiwLyskUlWWUkyELvZhHLi0z3zZcOdfj4tIizVYb6bwnqRT+JJFSYbUhK6aEoQejSWZ05QCtT/UcvSRQTRqSmlBUCAxhYJGmxOmKssxAWUqtEUlAo9dmfnkBK3KO9wfYyrGwuEgURFgVoyJFQMDm7XsIV9Kor0ehJWkcYJFEUYqzhqQRYYoKpy3nrl7hfe+6QmVKUAoVRgR4TUjDFCmdJ5kJBU6AfJtvy+wEtB7qPHPEOBF1AXq9HvPNOYR1RLHkygNXubt5lxu373kbB3sadE5U0fCZwi/8s1/kt3/rMyzM91hZWaDbbdFsNki7DVCC1155w/ugSu9fIlAoIZhvx366walPqNeGsF7e34FVno5QWi9McyKiJGo2Uy2kY3DcuXmTPK+8qZRypFGKLXMC4d3QqV3UjAOntff20AZrDbmofFZWXytjzEkvwhp70gM6DSTcf239BfbKaWdAjd/N+pNMQwTwz4FXnXM/d+ap/wf4L4Gfrf/+zTOP/4wQ4pP4xubgj+tXLCz2+NEf/QEmOvOsvWKKJiLPxhSTCdNhxa3NCmFyeuEBm4Njmm6OOGqyPRiRpgmtcsA//uX/k8+/dItP/tz/yAeevMJbmwPiUGGAMJQQBGxvbfP0B9/Hb3/+c0wmGVGSMhkf04wVrhhxcaVLcn6ZQHlKc3t+nqzV53AyYX257clBAsrJgFasCPIhaVnSPrfA4PAANc6YbPcZVYbz1x4hSBKStMFGEfDq4Bhp6xMqkCihCANJt9UEhOcnyIDKllS6JAgUVVWjWY0kQBGGCfdu7nN1OQKlODzcRxvL5auXsdZ34+NQoI2FKMFlE1yR0UsVURhjA4lKmogq5/rLu5SuwFlNVWrGVUkUhrjaBlAai4giSp2hC83BRPL4I1c5t9xDFwVKJghlmZYT2p0UJyTOhkx1hYskwhrfaKup6Gd1H86OTHHU6E9/dkkp2d7eZvXSJQ4O92mlCT//S/+YvUnmyxbByfTB36S1i5eS6Epzd2uLX/n1T/HL//ZTCAlJFPBDH/4ITz31NGvrK7x2/U1Es+FzHQMyVKRBk6WWIhTOB2UHSFN7kfo+wgwWroSkLDIC4bAqwBl7EuhEjVa11rK1u0U7iBgWBRfOrWGWxnz1d9/CLfToTkbIZghS4qT1o2frzTKNg6KaIUx9BnbSwDzjWzJbs2ta79czAcPrWUj5F8cN+V7gbwAvCiGeqx/77/FB4t8KIX4auA38eP3cZ/Bj07fwo9Of/OPeoCqn3H35iwinuLXX5wtfvMd/9ZMfo9WOyZtNQpextLbA2oU57r3yOkuNEXduXScMlwiEYHd0wBvHA775led59vP/L8eDiqvzsP7UVW7cPmCQFwSRpCoryqrk1q1bFEVFNs3wJWdIby4lFpZYKFwcQZyihCSNJCo0tHpzYH2tOagMcTNiPClYWDrHZFrQKEa8sbXDwvwc61ev0Gw0Ucrb/uVaMx6MCaIYXRiktB4FKSzWCUqjcdan6958SBKHTXI9ATzLVlYjWnHA1758h3OLLdIUjvqHpKGjO99CmAKXFb4GV20C5ZP/LCvJs4w4bRA3GownY0JruPvWXQqV044jdAZ5VhGEIWVZEoah99YMErLiiJZKuHng+NgPvR/lJugip7KSMDTkhaYRN9Cl14p0dpayyzpVtggZMhNlUULWrmQz02lOxn9wmi0YY4hdRTA84FO//gX2cl/TIz1m4ZTlyUnPwFQa6WqcjvG6dSFgKsu/+8M/4Dc+/WmWlxYpscTWnEnhHXO9lETJM6IxAmtn/UUvXafq6GJrDYxQSs52AU7KA48+YzjNyEJBL4l59tOf4Tc+9/s88vQyl69d5LVvPMNaPIc58a3xepsWh7CKyt7fkPxOOImzQfdsED4RyMEHmCj67iFV4s8j4ny3q5Mo11SSx68s8K4PbrA30ezc6nP7KCNpNai0o6XgP//+J3n60cf43T98hmtX1hiXlrvZMvt3b3Bnc5urMbQ6HSbC8fytW5zvLTG2IR//kR/kuWe/TqpSdLNJVViO9r2a00G/z3R4ROQE73vqEZY21sgP+5y7vEF7rs35tQ0uXLzCt174Jsf9EeOjI4pRH12aGv9vqMoclY8RzRaCANVICCKJGWeosIkxJZmFLz37HHde2yROI6+qGERIqYgCxVdefoUymyJDgTUwHRc885WbfOu563zty89yd+8bPPnwHE9dWqbVSqmKyqsoGQtWY8OAylREUUws/n/u3ixI0+u87/ud7V2+tbeZnhUbsRIgAZIAF3EXxViyFZXKMaVYSpTESRzHcVSpVC6cqySVi/gilZQr5fKNbDkuR4ldjiNFSyRKlEiKCxYSBIhFAAYDzGCmZ7qn9297l7Pl4rxfz4DUlamkUHwLBRRmevrr/qbPc57n//wXwXTRUE/3sE2DR1FNjzl9aoN567h86W3yMnC8vUtFQVSaUgR8cIQY0DpJslWWcfXaIaMzF3nqkXPoXKVVripSRksQGCOwbcOptQE6aubH++y2GW094X/7+tt4PDEka0RJctp2wSaj2TsAytvp9Xd0IIDShhjA0qKDJHZdhBK3ORp3/jm3DO2J8sSIV3SrWikkmUouXc57jE5uVMIG/tJnHuCJU33su3gfSUeSrBgDKoLWhtpFQvT8o9/+HodNAmpjp4ZW4rZJdHJXK1jYOl0OCHom54uPrCBDZH0tZ68x3L+R0bQCF2qUyIlIfvuZy+y1Ed/FJL67WCzDwsMPdWpLtbboqP+hMwNWRPYPjr4bY3zyX/ecvicYnDbAf/G3f4qHHz9LySY3Gs/z39/i7O4Bz7z+ArKGQir+4A+e443XLnH3fY/gnMTkkXDYYJWiHA9ZuIrN85sMnOfD/QHPv/gaH3nyI1x55y16pkSvDvALixAGaTSL2RRhW4ST9Fc1psy55/wGD/4bn2J/Z5vDG9e59vqc2d6Eel6jo+Dihbt4Zysi2xYjLetn7yESuf7mVUIzQ2qNdp7J/h7heEK+MiIf9CnaBV/80INsve8eXnjxEq31WOvTXSIl/8ev/ymLao71kteuXuHmtevcuPQ8RWm5731jfv6nP87IQx0sNoDPIiao1ML6wHw+pz/q45qG2d4hQWu0UGS9EjXss3bmLNdv3OTatXcY9z2xccxlSsSSPuAihJjs+UMUIALXtyes3ns3Tz12D9hA07a0XpCrFDhcdpZxSim8g8lkn8oGILXlItiude8IU2IZ8KTuyMhQ3Vx9m2i0JEkhRMpqjcnkKGWDgghLlOO2LuKEEh2WosS0CRPiNtFPANa7dPgAj0A4j5eBBzbWsHHBkr4dY0QLjSdliMSYVKFtSL2EkYpRYdhd1CjhE+4h1W3gkdTw1K4m5RKn7mSxqHnHaT5972nmBxN89NjadalugixKFrGhPlnXdh2ZSu9TCC6J4GLqfP78delyVd2Nfz6A/tGP+nuiWHgEr7x5k1pu8P7HN5jfeIknH1pFfnBMfibnq197hqk3OAG7O5rV1QW9TDJe6+ONRsuMftlDVI4Lm2chzwmHu/ReuYzGooWgVY6BVOR9zf6spvGOWW1prKPs9fjAQw+zuVIwOZrxvedfw7uaDMXZi+cox6ucGdxPv5fT7/V4YP4EO7f22d7a4vDy9zl37gwPP/4wh9u7bG1t0R4cMRgOsEWBDoHG1WiRs6gsvdjyE49sEoGJEyxspI3w9d//hyjjyfM+Kys5596X8Zc/8iEGfY2Oiun0mMWgRIYeJnpUr8TNplSLNKqUZU5wDm8dXghEPQWp0KqknrbsHd3ieP+Ysg04PIcH00Rj1zoBeaFFRpVaYgkxCJ748GNcXO1TVRYbU07poCxZVBVaKbxPLMeiKNjb38MHjVAaEVP477sIREtws6NyRrE8VAmTeVeXsMzl7EYKqWTamtyxdYhwwkFYov23x5J3A31CpELlnX9Xy26kxuLIdMGg0Niqo2ySwE8XYvKhCF0BjDGFSpPCrtaKgkssMF0hJCQz3eXG4geVn2mpEjg8WpAZwdS3iKhThxq6TYeSRCewPiAkSO7wo01Ayg97aPDDFPA7wd87c3d+lOc9USyUVnzj0g7PvPQW4z/5Np/9+FPMblruu/g+ZiGwf7OG1cD59ZzTqzkXL4y4cP9dbN28ypmN+/BtxUpRcFMr/vTbL/C5L3yC3be3+cIXPseNrR16JiOoQAg5Dz30IAHJ0XxKU8/ZyCLnz51iY33Mrf0pmTKc2ijJioxef4U2BPxszuRowuywQcWWYW/A+YGmv1ly6oNfYuX8RQ5ubTE5P+GJJz/MN7/6B1w4dw6M4uVnn+faq6/Syyyl0RxVDS5bxZg+d184TVkUZFqxsn4GnSt0kYFPzD6ZC+ZVnSz28gyagDCCWTMjTCyH168Q8fR7A1qd0ba283cUtNowXj/LCy98h2axwMSWcSbZszVt7ZOBrAx43ybDHKFptSc3mkmb8eknHyEArZEEW5HrDIVgXlUUWYYQkdxoYtQcHU3wlLSu5VMfu5/vPH2ZKFLMQeh6AHmH9keIJaNQnJCF7vRjIC5FhWkUCd0hX7IwllyNO7crJwzKriPxIW0w7jwkS07FkntgrScrC5qmwdtpVxhsEryFjmodEiEtBN+tsR3ep9X2I3ev8Oz1XQiGKEDLxAFJS8Z3S9iXI4PUmiIfEGzDwjpMnmNJeiEhIzLzuCoSgkQZEsjc2eoFv4wsveN77Z4TyfyfUxQEP0YenMEHzs0WPDjus3HW8Mqz3+evfOlnWbv7Ae559G5+7q/9FH/86/+AWzd22OgZ+r1AOz/gxWcu8Zmf/ywHu/vc2t/j4XvvZ+vtS8zrwH2P3cVsb58PPnqOYn2Fr3/5GUKv4JXvfp2Hn/gwG2WFCg2j+x6lbht29rdZXxvSG60iFg29rKStpwTbsnfzCLO2gbCB/ckOrRNMd7cRvQyRaV555itMGgtFD9E4Br0Nrlzb46VnvwGHtzh7eogoFCpo8tZz+frbfOwTX+TKQYXJIuPhkIm7RZ5nBO/YWD9PkI7Z/pSVtTGLegGNpBKW3KeYROsa5os5ozOn8DJDOE9mZEouWyzIej2e/tpXyHo5dVPRGyqu7S6I0ZKXJbauEl/DO5TSWC9ZNxmXbhzypb/6SWbzGYWJzGYRITSKlMEipEQbgW1anIDZbAZRcH17iy988sP0cDR2hhBZB67dse/XIoGfIv1XaUWM/kS7EEOXbL+kcPvQRf91uoglkEmHc6iUvLVs/W/7PnSdiUxFQwmZ2va4BFZTl5JlGq0FwaXtkZLdOttakCFpQ0gU7ohkmWQupcSHSG9gKIjYTiISuo+HH77pb6trBTHUCNao2kDeEwSRMJQiN2TZcgMm0usbg/cd6Bve3RktX+FOQd6dr3sn7+LHprMYZorPf/4jPFHA1ckxv3frFr/2f/42/8Ev9zl18UGe/s0/xE8afuqDj7By2nD5+oLv/uELDNcf5cq1fZQyjEYjqoN9nnryg6hFxaj2rPdXmR7NkE7xxc98nMlsRl6coehlNMcOs7qCn0xZ3xywf11w42CfU+cN6xsrLOouB5XA+MwqvcEKu/uOjVP3U/YKLtx7L9PDXZ57+luYPGe4cRYfoA01DzxyNzY4Ln3ttxifHiBzje5yKZUXfOiJz6EN9HuKMtNo4TicWdzBgn6v5HjxJv3BiJ7W7Fzfpjc01NM5KM20jfT7ferZgnNnz2ELjQwSTA/rWvIsJ8bA3t4hK/2SQaHZ6BtubO0RsBTa4K1DCYF1HqUyvA+I6HljO/DQo49RNcn3Y9FayiwDBE1TIZQkz3JEdPTKkunxBB880Ss+/YmPsDKQyCBRWUbbuDsC89JNrLXu3K+XAJzvtgAx8RMQ3Q940vO0oSXT5naUZefQKjsWZ8rKWJo8v3ursnxktz2589CkzxIIweGco1/kndelR0qVTKA77U6M4iR/NAGLKc9FABsbY04P+1yv2pRzswwj5Tbv4YSZKhLMSkwxmXQApBIR5wNZViAAIxTBpffD+vTzF+/gW7wL0LxNrjj5vduv2f0WvMuz9kd53hPFwgp45voWX7l6k7kq+Zu/+l/x4AceZfe7f4za+ipffKzgnc338fYbO/z271+CcsB///f+B46awIvffprewDA+lZK4FwfbtFWVwDQbEpErTjDDDOdq7HHF629com4j2kn0eIBpPZ/57CfJxhkhtGycvsj+dEap4PDqVbyoOL95gfXTD/PK8y/w5isvcv6eu5Ba8/5HHyMf9MlMTswNblaxtbPD97/8m6yvDbChoa0DW4eOvUlDyMdsDGZwFMgzjehLvGsIxpDr5DBlSo1zDkegnh3jas3h0YSVjTVmixltPcUi2ZslX0yhAvfe9T6sWzDfPeTt/T3awwPWepKdo4qmBqU0PQzO2uQ1GiI+WJQqqVvPhz72FD/Z63Pc1milcd6RGQOuAxh7OdKDEElyfnxwgPWS69sVT330Hk73NMJDK2w6UFKiCPggkCoxG31ddzqMJBm/fVN25jdEZBRdmhdkhcFHh+4EV7Fzug7WJ9wjxB+4SZeHJ1nbLTGOxCSVyA4bEV1SuvSRegK/9LP3ksmQqNUiIJUgBtctTBN7lpgKTEJLuwEpBr7woXv4jW9dSk6QcRm32SWLdVsLukIiYnI93xiPqJuKurWMpSCi6ff6WFfjkEyaBlRA2Dtwn/DDxUJLhQserXRX2O4w9l2S1ZbdmP8xMb8RLrLzynWsgdUzfU65mxy+ssWZCxkw4qXvvcpXvvx9bIj0xn0+9PiH+PYffwWjBCt9TXW8YB41ra1o60Xyk/AR6yOenHI85OD6NpP5jIV1xBbyfp98tc9s/4DK1lzf3SFc9/T7fYR4m3kTweSMh2NyVfCH/89XmcwPKDPF2XsuYG1LBuSDAZnSyBBwbUvZKzhzdpM/O3WG6a0tpnPFzcMK0V8l39xkOBhSLxZAxORDnACMotBpM+FF4MkPfZTnnnmOo3qOtRbvPUVmuHVrH6EEMs/RuaI3VPR1TlSChau4tXPA5NYt6mrKaimYLFoqKyhylWL76HIylSJGQ18b3tmdsnLqAuOiYGJnCN3D24T4+7YTjAG5VDhhyWTG4eEOQudcuTnhc598mPvPrzJdLPDOo4HYOkyE9fU15o2lbVustcSYyFRJXRtODkIIHWW6Y0k6bxHWdYUlRSESAjq7vUL886TaJzLtO7JAlx8bl4Iy71I3IySVc7z/oYt4H9nec+jURGG0JssMhUzr3uT5mgoGIRIDuAheKEalQguB7XAOKd5tmiulQkrddUYC5y3jYU6Mkbr1SLHMx0mOYhGZYiJi6gh+EGl4Fx9F3AHwdquiQHxXsViupX9sxpCN0yv8L//j3ySKSCtKLr3wHFfe3GJnd8LBtEKhkAF6WclsasmFZXa0RS/vUzGkbVvcbA+TFwif04b0l1AMMspS00yPuXTlLdrJgqwoCVlGnEyILlKujhmUfb737Hcpypz1zU3euPQK9WSKQnL+ngv0Vkesnck5Z+5GZjlalRRFhvMu3WBS4kWgzAsybRiNxjz20c/xOy9fZnCmZG1Qk2mFEDl5qVkZnyF0K8pe2cfWDT5EhqMRhweH/OmfPottk61+r8wZ9iVuXqNcxLWW2C8x0uBVycZdF5js7fLit79NEJ6ejJTMOa4gMxl9HXC1I1MaIUTy01QZi/mCwb2P8299YkxbtSgJShUacSpDAAAgAElEQVQsmpZMJXBRCk2WZWl8KjTV7ozazRGyzxtvX+c//IVPU9WRqqmIbZ04BkohO8OZTAhEZsjHfUSUOGsJQJRJ86I7UpTzIf2e8/gYsSHFU84XVcrzVBIXPE3j8H5ZZJJfxvJZAnx3bgBS0fAndOcQXAfmJi7C6mjAF95/mgKPGqSDmdacgRA8MxuJPhkLJ/dxaIM78emIQjCpEmDa7w1RAibTCZBGKalUqi8B8ryktZZCSDYGGdHWeGXoa4EyOZGE2xhpmLvEHBVKo4iE4EiRBYn0JWQKvfLekSIrFHRUcMG7WbJL3MLaH5MoACXh8qWbvHXpMre2dpjULaITFEkpEEEAhtmi4cMfeQprJFEYYn+FgEPnObLcQEc4ODjgrrtWqeczvJ1RixIfPK0X2CBx0xkzn4Jiq6rmY+trHFcVhREY79h68zJFWZD3NOfOnebCPecoeobQQpZrQoSyn26GYB3RR7TIaK3Hi5YoNe2i4tHHP8A/nbZcv3nM+vqQhWjJcjBZyd7xEVlmGI5WkFnBYLiKzgy2bVk5nbN99W20EqjWUTct1aHjzJkNjuoDhG0ITZ+Fn/L4Ux/l+T/8GttH+xht6OcR30ypokZGENYjo0aKJEhysYbgaWfwynbL3/lUQdNYgvZIr2idRcRkuNsGS19nTG3NeLDG7q2reBQ6RL76vRf46Z/5HNXCgtQgDEoC0UGQeDoJvgpkKsMniyoEERtbpM1woUFlOSLE5IqOwEuJySS5dWQ648LamKb16CzDxZBk3xGOjo9p2+T7UWSKtm1pokwbhROQ786E88T1yLTBBU8k4K1neKogNwHhIoRljCEINEYKjHCgNVpqXDQ0riXTeTfKBBSeg+0prRSYxhKkQGvTudKLblTyCBHx3uJczaDIKEVE6IwGiTKaPDZkctiR1RzCk8akYAlSI8Qy3DiitUkLj5AS2EEQvE9cFQRCdh4iiUp6gg39/y5R///qOT6a8fU//iYygFYgdSDYQAwSE1NsvPeRBx94kFObp2mbFHhTVQeYYkw2HlPvH1JJj+oprl+6BkqR9w2L4yPquiHPDPSgnndineND1ocjnnv1RR66+14CGWLU47733Yeb7nP6zGlG4xFlWRK9TwFBweJ9IHgHMaZsEaBxbTJikQrnHbb1nOlHdheWUyMBborpbxKsQJsevt+jNx6SZQGTaYpSc3rjFK+89BK5UbR1jcgz5tWMQb/HeLzC7v5+WjsGxWAw4Mzd9/Pcl7/GrcNbaC0YFA3N3DGdK1TmyEyGazuzXKWTZ0Uo0EZwPeT8jV/8JNY5UJGcMa2dIAGjVRoVJCyCZ6XfJ7ZHhEYQjaAKkY/9xFN84Nw6wdnkS+3T4QwCfIwg0iFZHw6YTiqCT+QoSySXmgabVhouHVAZHERFlGnjYFSGJMU0eufS3O19J2eHu85sghAsFk26cYXgjbevnqxWl8+yw1i+B0t/nJSYLtko+2RRYIMgap/AVxe6zsimmGEFUTikaMg0RKFPEs1BMlgdMBSKJjaJfRlv4wq34wESYUtrw92bfbQICfDFolWGDHQsV4n0IQGcSuG6NLSlHuTOzWgasyK3v+WExwQXTyI0kp2h7IDhH/15TxSLGAOZtElx6kG7RLH1IiK9wAb49Bc+T+scs/mUweoIozJy1WNWz3A3r2Enx1y5voMqMzY317FRMp01KDyDQnLp9avkLiYHJCVR6+tc3t5lbbTK6pkNzl04xUq/z3g4wPTPJ6puv4/SIMiJviFGQVmkLIq2bUGl1SMh0CsLwFNVFUIobh1u84/+2d/n1/7lNxDTI9ZOb1AORoQQua9qWMymTPZucnRwjD6esvvOdZSCyeEELQTCtbS2YX9/zmJ6hJWBZh7ZWF9n0Tq+9Y0/Qfs54xL6xrG9P08U9CxHh7ROk0oQ8TjniEJydb/l3MMP8AsPXWBee4q8xLoGa2egFEYp6qbG5AXaB5RpmN3YY2b61K7lX/zRqzz6xN38O48/QGVrCqFQsZPVEyEk8FR2LfHh5AicxOQ5pRQYFZOALpagA7FtkdEDGdYLgkzp8lZIvEyH3AvRze8K6wNaK3xV47ynje5ke1GWJUYbFovFiULzhEIuJcZkOG+7cUUglOLiSkFlF0gkykqcCInFGgVRRJTugM0QaSufQpENCJFEXi447trIeWC94OVjz6I+JlPlSSex3OyEbiWsleGpBy+i8EShGY3L5HsqNdqEJMQTgkWb9CfeRxrbdoDvkumaNDUhcOIPIrjNgIU7VLiq83214ceHZ0FMN5oKktp6slzhQgKM7KKh7A+ZT4/R2lBkGZMb1+mNxriyRtQLbh3uMTluOHXPWTIRcfMFplwh6+d4tWDv2i4yWigyXG05mBwjrKCykic+9CDnzq1w9vQ6eVFiigJj8m5WDwQfUdgUYRdSK+18QGd512oGXNPQSkmRl0QfMNqkm7Bu+c9+8bN8+avP0x5WFE1LlIK92THSWxaHh/imwRQFWc9wtLeHJOJcQ9QKowxIjfMtUhZ8/ouPc+3qDnvXr1AIWF0bMz/YY3+SnMZ7g5K2TnZ5vbJkMZ11cm7FS1dmfO7zH+WhCxtUiwaTeeZ11ZneZkQRWFQVmTFkEspCc2PnkNjPkdHyu09fZn9hyYMhtA6ZiRR0Q0LlW1tBp7+IUaSvpyypFg0BRxUkbfDYNmWn6lwzqxboGClNRikVRglyY+ibjMoHpMnwJhGZWtuirccFjxLp6yu8wPvUjVobiKH94cAdAviULrakjkulgcjXXnmD598yjFSPu0/lDHPJxvoKWSYwmSJTiuBdCvPJNC4EggtopVLEKJHtvYp3Fp5B2cP55ge0GmkFmnCLgNGarYOalTM5QiiUSOMiMY0OAUnrHE1IX3fr0ujhffIRDZ3uZdm9LPUzy187Wc+e/Fqyvf6L0n+9N4qFAG0SGGMyw2zWUNUO5wQf/cSn8C4QdYbIc4bDEX0tcEQOjw5xTYtUhgsX++S5YTjsM194Wuc4Oj7gladfIVMeETSLecXUBhZxxKc/+CiffPJhztx1BolGK4MpC8oix9YLgg+YvKDo90hWcRaFJzhP3diUGxHBNS3EwOHeHplWjMZjjmcLmvkUJa6j8oyzq5JD7xCyYlLVNG7KK99+Dtk4hmunmFYT8mlICopoUUYjjGKlWKeZL4jkPHj/Jq9/7xVmbcPm6ZxmesQ7V24m9F5otFJY59GZJErNvKrIjGJvz3EYNH/rV/4S1nrqukIpTdt4pDRIk2TtBBgNemgVaOczbh17hIL97WO+/N232Jm1ZBnU3qF0QCNpQ7LPk0IioiHiiF7hQiQqqOqKEKGQJvlCKIUWEqnBtZZev6BuW2oJXnmUVNh2QXAti0XTJa1HlNIE5zFSIZWgl2mquaNnNCoGoCDGQNveiVl0eFdH0KrbGoHCmBxrLVpJjheOw1kLYsbLt5L8nHAtLT1DSH4cEvJMsZJreoXh3Kjg9Lhk1MsYZJrfe2mXfO0C2ztbZEpS1a5jqYquG0jfQ4wR6xyXbuzzxIW7sM7RK3KWqWg2JL2Mm8PcRdoWIqGzBAyJnQskKnkqBO+i0XdcDClT0PKJudDJVujHpLOQQiCiwtok153PWoZrZzhz3wMUyiC0wPZKhpmine5gy5Kd69v4xrKoK5RQjIp1yqLP0aKlrS3Xrm3zzuXXWO0PmVQ1VdVy4bGHePUrT/Plr/8Ljm9to0LDrGkw0eFNRl/ElE+pDaaf0zQpITzLMsqyR1PPkcozXhmxWFSpskvBbFoRoyMKQbVYoDIDRc721i7SthiVVJLTaY2yllNF4PM//SkOKLn7oUeZHhzz4tdfZG1FsHf1MsouGGZ9YpahC0WYHXP5jVdpvaDIFOpoxnR/is40g6KkcQ4pPY0DY7JUfETBm9tTzOpZfuEnH8O3Amc9QiWpvlKSKDu6dYz0ckluMoRvOawkGMnOtZv8xtNXUvSgEqz0epRe4jwoASqJMLoYP4WPHh+XN7vEKIMnWex5QWcgE6jrFu9JGhahyLKES2VCIoQmWIdK3gEgPCG0lP38RCtihcASOJrPIdO0TZvwih9gMcbYFYDu30IGWmcp8gJBZN4RzWJM/A4pdUqhE6nQBJHGh9bCbuth1vLWrWMECiEkIxMJ5YhCzhAxYEPnTt5l9Yquq1BGYW0LCJQoiTFQoFBlIGqPbwPRgxSeloratzQWCCnvVHUmwKnwJNvAZTFajiFLTsny+Ytkbi6f90SxuBOY8UHz8Ec+zWAwxFcN8yIj8woVG452j9HK8NKLz5BrTS/L8bamcYGXX9im1y/Iy5zDKrC7fZPN0ZhFaLFOsNfMmTz/On/77/znvP1nr1NHQZju8/BDDyP7ClXXNL5C+yQeMiZDmgy7qJPx7jIpDY2zLUZLgg+0IVL0S9qmwjqHnzsKZxgWfeqVIe1iQbWoGOeGcj3Hth7QzBYTLmrPYO8GZ0+f4fzPPcn29T0me7v0zZiszGnnM9zBDOkbUAWjIqOMU7YOJyAlhVTMplMkAqsFJku+kZp0u6ze/xhf/NDdVLM6xeOZDG0M3i0AsNaeRNsVgyHUU2bzCSIzqBj4v569lg5RgNVxjzLLCd4l+jSyiypMik8XOtcosbTSi+RaEkW6XVEiYfci4st+coEiUtV1si50LsX9dYxRpEz+FF3wkG0dqjPoq9uES1TWUmY548GA2eHshBl6W+4uO2ZoTCYzoWMzRkeWKd53YRNrHU3TUteW1ntcxzD1iMSZAAiBqBJgqKQkJb879lvBKPMsZtNU3LQmyoj3abUqZQrXDiGkYKkQuLa9z25zL+s6oq0BFzGdi1X0sJgvkqYmNkgRkDLvRitFYoLGrlPpsBO57CjEsi7+ufwKKRXwoxGz3hPFwuQDPv5v/rs0vsUtanwQuNYR+i12+zp+sMpz33oWOZ9x3/0P8sCF04gyIxeGyXyBjzBpK7Kih7eRIlTcfe9FDg6PuXplQn91lZ//7Md5/Kd+lre+9w12nnuZXhE5ni+4oRqKYsjxjbd57LNfQPWH2Ok03Qw4VAa2spjCkBVDvGuJwUJwVNUCFxxIjXUWqXLqxSIBe+zSKzNWRwOM1EzqBbqF8foGbraP6GeYvCSEiq1rr9EbDHj9tRdp93b4mf/4P+L4YIenf+tfsjbKue+hD/DC136f+URS5T36w1WaxYTSaJxM4UTOO7wFqQzfe33BL37pc4wGECqPD5GyV9BUNfN523lBeAZlgRCCvDAcbG1RBYGRGS+99Q6/+9xbGAJZoRiu9tBS40VgbpuOi5B4Bt4nQpWSMdm9dZJqIti2IcQEUBZZnhibUuBjwJgM61oGKtAGR7/IOl1FQBdZ0jtogxQC2xVrWzua4Gi8IKIoCkOe5TRti4sJS7jzuVPJSscA9cFzdn2DUku0TCtMCoMbpbEj0ybxF4RAKnOi8NyrptQuycnbtk3J7LFlNjtCSU1e9JK/CAKjNL7rArTSONdig0frjNYr/vH//TROeE6bPuOhZmWQ88D5VVbLjL0ji3eBYdkn4siyjNligXOhY7GmtajqUtxZbkREsgKU4nZQ8lLqH0JA/7hI1JVSzPeOkh+AkkgRCLN9Qlszl5qDq28xLnLOnN9AFhVSlggbaaXF2gbvA+PeiKpuKKQiZunQ2H7BmQtn2LxwntwMGK0Nmd/a4szZAdFHzpw6Rbv7GvK+J5HxADc9whQlqHQAjBIpA7PIk8dkZrBNQwgeJUXKn2iOiC5yem0VpXKOjeTgILW6VTWjbSaUvT7laDM5MQnL7mFAaEldVSiTkWc501t7PPHRj/K91jDffocXv/lNalvROsFk5y2OW00xKDFKMZ8fkeepMGolab2FKBgMSraOav7Gv/9XKI3DukjtWoo8jR42eJRJZr5RSDIjQSiCramcQ2mDMJE/+s5baAGZMYx7JYXJsaEjVAmFRoDq8izSHoSIJ4rO1UskIpXUuksFlynwKUZEjOl1O19UHwVaF4lYHUO6xW2bOqEOwMs7fYfPI2WQjApDDIJ5Zen1+hwvFimL446YP0g3b4ygtUbIRKEvyhzbOgqdExBdB5CEbRLBoqnIjEbE5N8hI2gpWS9LrA+YQcLWXIRZ3dLGJLCr5g1CJQ8KH3zynJDihHORLHwFWjiiTOvhKZbDYw9HNS9cOyTTiovr62R5yfF0krxaQ/KuKPO8Y3SmdzvEmMZKkYhfyS5AEH4As0lYRcIvftTnPVEsECADzOsFRZkx2btOf7hCJQU3336DaTXlzOqIUGhyndPWLc6nrIvJZEp0jvV+P40GrUdLQz2vMUpxeq3P+mqf/sYau/sTVvuGRTPn1HCDqDS9kWZ+/VUOd65y6YU/YPPun2D94cfI/ZwYAl7llIMezf4RWS+gDcymlsnhYVfYI4iaK1f2kTikkqxsrGHbmoKCeuG5cWOXRx58H9euXMH5Fp/3KLVmqAeYLKN1M1YffoTQCv7yX/0JfvPv/xqt9tz18D2o/bd59fl9zl7Y4HBvQj2rGJ1ap5rM0yYmKCqv2ewpnn1pG33uIoU8QDCmbVJyWAie1tVdyxqI3lGYHJWPULNtbuwtEErT6+d89Rsvd7LwwGh9SGmyjiLd4QHeJ/VmjBiZ1Jw+BFrbIlQ3U+vkBaGEIkTfrXF1CvYhEmQC9Yw2OBdoQ/oY0YnNXCcjVzIdTO89ojN6kTESYrp9c5MxnU6IS1ec7mNhKSpLmpgYIzEE8rzAZDoxIBH44JJorDNKFgKiMjjryVTyR6WLJqzaNukxROoiNSk1D+8xZU5oWlofbt/ywDKyEDhJQ3fOIXXCGpTUKJWMmkMURCWoZCDSIiR4KQh1GsVmtkqFwqpU/AQoZdL7aFLKGgRCEKkzih3zczmGnWhU//Wf90Sx8N6zmN1KWohDz6WXr5NlkvFKzvHxEZun1mhDjTtc4AYFoU58Busc49EqgcjR3m5yUIoCpxTb8yOO9hrOnlonVAccH2q++8/+Cf3FFk998BzH1w9ZP71Obc4RKHn8536VGzevc2PrLTZHiuEHPs5k55B6vstYKFhdpV201LM5rnUoneTNhMDkaML62jpkEqkEi+M5TdsQhWJj8yz3PfIo71x9k3K8kvj8baRuKsRKhDIn1n2++c9/B1NOOJo26MKyVnp2Xvs+BkkoFO2iQeSRQMDYQMgV2AxZeOS0xdz7BL/yRA+bKWTbbWxUpKmrTumYDo0WEjUs6BclN29eJxCwmeR3/vhlXt+Zo2WLyQ0XzgzJQwralVohnEOEgLCeIEiS8uTOggAyNJFIhoLgkUJ1YcgpuzQ4h9E6AZS+E2S16TZcunKH7rArIQFJtJ62WxeG4KAz6004i2C+mGPKIds3b+K86DCUd+sgrLUImcK2g29pas/a2hCtYmLdkqz4MQYpInkMSUqPo4iS0F0IudKASJ+vY5IqIv0uwiBfHXFrf8LCOSBZ62mt0VrR2IbgPDG2BODc5mnGeYYjokWSwDetxYVAkfcILmc2P6CNmlz4JLOXGVokZ/cYbBrYvEUgaDq3Mrr3MQVT1anTiorBYISUMJ/Pf6Rz+p4oFsF7jqxl1rTMDues3XOGdrFgVrUUOqO1DZmKkGmmh8cM+qPk56gz6qohCKhri3ceaTIOpgsm04gVho3NMXXd0m6/yObiBhun18lFxOQGW01YKx6g9gpnI7NJxd7VLf75r/8e/+3f06w9/CGaA0MVG+JxTWNbGldTVwuCb6mrFlvXyKxkPO4zq2qmxxNiNGT5mLvvuojSsHNjG+U9SklcU9N4S54rinzMwil2DuYsmi3aiWMRWjaHknbmkW1g4RqKcY96XpGJlIfhlGUxF4w2FAcHNa9vKz71mZLGO7LaMXcWbQqqRY3p1FFt21JmGc61DMoezcFeWnk6T4vg9VvHGAJYyeqpftKyhHQjxxixIYF7HhA+pjFEpjZ/mYy35DVIkcRgdIi9jxGtJcGnz5fChyJaq8TulJ05Tnf7RrrXConJKEXK+nTRo4Q6EaNlxmCDZ3U8YvdoAogTtuOdprUCibNNWkkHyE3a5vSyRM0OLCMaRLeuDScckuA9QSRWZ4wBjU6iOCHSzU0Keo4Cev2cauI7YDV9HuuAuByNJLmWjPKc0FZkkiTq85ZBnng7wllUrhieP4UTioULzKZT2rZjc3rZjYNp/COG1MGFkLQoIdLUibSWAqaXXc2PCd07xEjmIXOB5viI3avbWAX94ZDx6fNcv/EOF/sFtXMU/RJnChrtcU2NyiSLao6zBQoYjvvsbV/nvvPrmKM95N6bnCoVvbMlg+wcMnr2jqfgFK2VHPEGRa/g6ptX2K80anSa/+Z//w12trdorr3DmbVVpq2kXhwSvKOtKhAOHyJ5VuJri63mvPHGm5R5gdA5q+sls+mEN159GecDQgdCXac/0yt45ANPEHtr/K//8//EZHcLPeyxXmqGPUkxtWxdPSDLJFkhUChEFSjyErSlnlpUXrBS1LyxU/LLv/CTfHb3COfBu0THzvOMyWRBryxo2oCQAWUyMiNYGZS8dWOfTElEqPmnX/4u16aOIAJ5v+Ts6iABkbGzSfBJFp5nSS8RZEgBwz6gFLiYmIpElQhlMiYvSaVQKOq2ocw0LiYzFyUFNnQHSkhEljYWqlNoWhuwLq1zpTZIEjCplCCTyeIu6CyBpJlKyWEhuUwJIgSVDnrn0q2lOtkMtB5K6TCddNxbT5ZlBOETk9I6QpRpndrhGUJKRIefeO9pXJekJgQqL5LXhlDkWlP2exxMFx2Ds0HKLHmFdboOKeHes6sIN0MIhTQ6sTkDhLZGAU5GrBW0NpG4RkA/U7RKEruEgkR6lyAFISZzYRsT+7UJySSndRHvEwDqrE1xnT/i854oFkoIbu1tc+PWPnXTogtDaCzzvQPUfI+PPPkkzz3/GsLXrDU9/HqgagO+lmysbaKLCpEr9rZucfnKAQ8NI+vVDsVqpOwbikyjTE5VV2hveXMromXLI49eZGN1yNtbE+ToHh7/zGfo6YLXnv4y3jn2nONjn/kEfeXI1DrWtRSDdQIO6wJN21CsbaCzPiFEMjy+mfPO1S2EDGlkKDVtZSnXT5NlBUoXNNlpmuMpRztbFFkkzo6JMrA3nWIrwcpqiXOOetGS5xllP6eZLmirBXlvRH045bkdz9/6pUexe0foqKhdm2L2hKCuWrQUKaldpODjnk4YwOHBPpkEITL+wb/6DvtVixaR1WHJymhE1mk4bNdRBJGAQiXTD6hzAR8dgrTOhIiQiXcQSdLv9P/gXEuRZcjoiCHN8CGkbFF8JMk20jrUOQcidGxFw9JzMsSlAa9MmIZKOTDRJwWtkJF+npFpg+1CmSQkZekdZjAxRlRo2Dy1QQRcjCgVaW2VZPh2iS1wMuIvtSW6I3YJQBtJjEm9Gnwk05oQEqvXGI2SXSelDErrLjIwrT6lFGkck+mFNAERE+fSdEXNhICPkTxKYutxiXCSwMsY0Zkm+IASKdBbiIhzLUTQQmCERBpFNIogkrI3AjYkD5If5XlPFAvrLFtbtzDGJE69j9iqITMZRy18/2vP8Iu/+tfZvn7EUVOj2oKV06tU1QFr9Zxv/elbfP9wn/vHhlNCcOF8j/Uyom1NrSUyK5geB+ZHM75/vebBRx7jrkFNTs7keMLxjX1+8T/575geOHYO/wwXPEIEdK/ktRcv89ADd9Ebpx9G7zXj8VlCjNRNTbCe2Ey5/s4Vbu7tIYs+77v3PipbUdUtKkC2JinLEbI/Jh+uUh3s8OVf/4cU0pEXGb1SsfvOFqApRgWz6YRBf0hf9JBaMp3Pkc6wPl6nQfBHb97iV770M7hKY/JI0yVnZ5nuWnSZvBlCJDOGEBv6RY/9W7vMbKQnBDd2t1kMxpj2iJaa9bURIiQx2LJQxJgOQAI3U7chhSIKj8o0tJBs8rpw4I4fkRjMSXItZLrZ8EuhWCRTqiMsJSJV8K4TbyUBm0jmFiipUAha51Dy9o+qlIJMKlwbOgZnYKXfZ+dw1m1Dkpv4EmBcYhhnTq3TKzLqpkJrgyIV9LZtEyFNdqCoVCcclKWpDKQAKNGNWSKteZKdXvAEb/HdqBJjosJbm3gNQihCSNulTCfDX2sduSR9XtFZ8UrZYV0yGR+LzuTX+w40jeBDcgjrNkfImJLr0z+obJl277E4ZJSpo/sL4Ga9J4pFRGCbhsWsIURFf6SRIXJqbYM2zhn0Sr7329+kNz7FL/+X/zVHHZttbTTgt/7hr/PET/812t/9J1xcG3L+3CrGNmSxoj8smR8ecnRwyBv1Jmc2P8yDZy1F2zBxAxbWQN0nO3uWvVuHZEqzMT7D6NwKUQZCrAlN4OZ0hmxahG1ZLOYE/3ZK2wqeetHgm4iLDd6BW7RcvrlPr5dzz70PkJmcxjkmi4Y3v/8Cb3znW+zfuIJCsL4hmB8dcLjQFFkPJwJGaE6NN3C2ZeYafB3IjGK41uPS1iH7ccjf/U+/RFXNECows1OEzdAEmqrG+UBe9PBtg9FQFuCs5u3tKToKhv2Cv/uPv8ZDj36Ajz/+MFpnCBRXX/kegoBt4nKxQK8oT3gGAW7Lr5G4JsnIk6w7dhTjLm+T0LFyI23rMUqjpUw4RJR4EdMPb/S0rUUAZVZAUEQlEws0CppO2+Cj7FrvdPv7thOEhbRZkcEnjwhXcrBYsPT5lEuXcCHo5YpRLyM6i+rUnUoniroxAiGXWxOobZM8IoRKbM5O8i2kJ3bsUtd6bMfbEEKiJLSzKTE4nIeIQiwBW6WIwTIajhP7VUbyTJ0oQm+DsoEiK/CAVMmwSCrTSfM7sLh7H0KICaPrvj+n02pW2QQE+wCSiJfJH0T4HxO6tyCyWFhchKzIMARUkbGzu8NACRaNIPoJP/ULv8TBzi3O3rWJd3D55TeoqkNWRjMefOBBzo4hSIMQLU0lqKqK7f2WV6/NufeCJxzdICtyqjpk29sAACAASURBVGiZN5F8kbO+OWT1nguYPDHk8myMyXRKH9OnKE4ZcjPCuinzasqqPM/1y2/T2gXO1ohihf7mmKKfk6uMIisw/SG2WbC3fUBV79LWFdee/RZbN69S2Zpy0EfFQ6YHFZ6MQgpqFen1SowGN21Z1AuiyFhdHVIawTdfuokZ3su/97OP4Z1DqxJvF8TQQ+eSZj4DIdFKY9uGTEKvUDTVnOPjeeowgGdf3uL9H3iY8aggRkVoPEEHZF4QXJMsEmJA+3gSKSiEOLnZI8sQns5IV4jbbk/daKGF7G71pBIVwaO07P6mI4hkjoOPGJ0TQ0hFSIqOGyBTCJBK4GwC6BLeoTrA0/tI6Mx00BoRPKvDklnb0LSJ3BVJrbuMkY3VNYT3yV5AGNLk4RAyFaAQks8nnaWeDwFpxEkWSQw2dRKkrFGtFN4m6/8Qu6/NGNbHQ/Ym82Q63Nn7RwJlWdDv9VCuJldLk5pEk0fQAcDgZRppUnVWeOtAJK4KIeKX2bAhIJREI3Dek6tkeOy6TZPvaOC6A2m9+zExv3HWc+rCOYrhCGMMh2++isgyPviRD7K99Q7+eM5oc43v/Oa/4if/+r/Njct10hnIBYVqeOnpF/j4+88jix5+MeP4yIGPtHPLS2+1nDp/DpF35Jmqoihy+sMRp86eoz/YwMmM4919ijLD5pqrr+9QZDlZv6C+dZNqeoxzpKovImceeJRzd5/Dh0DeH9M4y/e/83VW+mtcvP9+drduQet59YXvcuvSJXo9w7V3/gwXPZnWjFRF9JIjqXHOoqRiXOa03jKfW3wQWFlwer2HcJHDieXhDzzBpx67iBeB1neeEV6lG4qIlYaAwGQC31ryLKOqD6lmEStyBjry1eeu8Cev3OSpn/g4NthEzdYKbTTlYMTsYJdgLVEunabSbRu8QyKROgehE2CKTve8FKkVhpQwJnR390WMFmAUwgMhOVEp2Y0eQnTgISCTcY3JTeJwuJDGDOcwOn2cj0uPho6Q5C2ZUdgu6SxakFg2h312ZlW62UnAcK/I6CmBs8kwJ/gGtExjjhRLakTCBXw4yVOV0neiMJWS1X1I8nuZNjsCByGJ46IIOCJrZc6wyHBS0TSJgOW8Y3U0RMWAJCZ/T7nMaEm0+eB9508hUB3c4truyAvuSKLvKOhSYJTC1Wkdq4VEKKicT+AzicBl4cQ1/Ud93hPxhf8vc28ao1l6nudd73rO+dbaepuZnkWMKFKkHJKSCNGSAieWFSWGINNZZVgx5CBKAscOESdB7MCIAVv+k8R2fhgJpMiWHdgOEkiEHJuQotgSYpoUKS7iLBwOh8NZe7q7qrqWbzvLu+XHc6qHBhxG0VjEHKCBRk0tPV995z3Pct/Xfbicld/3nptMpzWVk0RrbTzTaY010ndWTUXd1OiUKUax3exYLBe88dWvM/M1m37Hsna8cX7O/ZOMtZmD/RnTmcE3DdO6YRgCzlck16ByorKWWeXRkwlnd4/RTjOdTEjDhlAKMUSa6ZQcElpVVNYRykBV1TSLJdZUbC5XKKPphi1dOzCEyKxyLK4vyUPk7ME9Lh5cQLZ4E5hNFOcXK7QtKDw5ZSARW9ED2NpT1ZbNxQXHpz1305I/+C9/kOsHe5iSyakXbGDWKGvphwFCwjU1EAktNHVgt1mxHuRNFkPkpz/+Jb7/Q+9nsbcgtB0YP+7qE8bKzfHS889R+h2NdxRlKSWNGwEA4VTEWPiTP/4RKic5IlmJetMUUSnGDJ959uvkAk9//R4pjjoJpCR33o3AXvFPhJgwvpIkMcahopbKQ6ssT1bE21AQd7JIzLXc8MrQdx0YQ2MMuWTa0DMMcRRayR+jeNi4W2NGUdbItCyZksNDhyeIbPqKB8H4b1LlKglNEWMcowzGGzuLE1ppWTkbrWXFOs4PnJXD1VpGZabCGkEDXq2SpWICUAwhMiQJTBbViVyC/MsYK4eUUhBDRFkZkJYkPhhVYAhhrK8U2hmefunu7258oVLqNvC3gBvI0fYzpZT/QSn154H/ADgZP/XPllI+MX7NnwH+fWTS9KdKKb/yzX6G04pr+3OIid3Q8+Sjj5Is9H2H6jLTW/vcqGaESpM2WwIaM5ujjSVazRdeucvRcs7aOybXH+Pb6lNm85pYT6AEZm5K3UxomgkxZla7DSn2tJs1XZhRn6/RC0tdCuvLE9YX58znC2rfsFqtIUWqasKqDeSSWJYlXddiJxW7dsO0mTFsN+RB42zm4JHHWN5+F5/9+7+IQmS5e43BzyvibsukSnTBkkhUXtP3ipwV83lNM6k4vrdiPpnw4jDjY//2R+QNkQJ97NBRo5Wlbhzr9kp4kzAWQjuwmFk2lxtWbcbiqXTg7/zas/zID34PWlVgNbqp2Gw6Kuuw3mKModu13Hr0CS6O78EYyCzziLF/DhlrNNrITV+0qDITRbiIIYtfpOhRjSmbAOvE86GKrHSvTE9pZDU4a9FmfGrmQkKYEQDK8NbNbsZNiypok7HGyo2tMpX3KK2JKY9mP4MxGuv0SNrSZJVRWVqmkgXzf8WDKVpRJO9QsP8jONgx8i1BMk+R9DzGquiqJSsItMYg3/uqrboaOiprUEYMe5Q0NiZFLPCF8UAVBSfIgTmkiDYO671sUJRscEpROOfHti89bAVjkMMOK3zOHORASSHI7CZ/axScEfjTpZQvKKXmwOeVUr86/re/Ukr5777xk5VS3wn8u8D7gEeA/0sp9e5yFaP9z/oBSZK2Wy0Dvs1mi7JWhl/Gsj5bY6dgnWEoPRTHpt3ijOHatSOuXTvi/PQCqwslbMi2YdhBYxJ+skQVzclJy3pzj/39KfuH+/j5jC4G9pb7TPf2aM/v0ofAardl9shNpvMDiJrJ+pKu7UhKUTSo7Nm0PTEpJiFBSay6C/aXh1RHE1w955l/8mnc01+EOtN4x02/z9nJm3ApJiPyDJt7uhTYBuE2NsuKbRdYDYF/8uUL/sC/9nv52HffIiRB5KW8wZiKogpOKVa7HSYmaq1x0wkmJ2pnOD29ZIjS7vyNX/okD8yCD33v9zCEwmxRM4QAQ8FYI6KmGGiqhlfvvsJ73/8+bt2+zbO/8et4B32foChKKtSVRaFwBrRyoDWDEt+BSpByGn0hCVsKRSW0dcLfNEWMaGOp7ZzDVhaVJVxn6HusseAMJE1da2IUdaKzTr6uJJxxhBjR3pCQUjulqwyOJJKQcW1prfTtWAulEEMZtxgC/y2lYLzDWWkFQWGLbGiSEl2GGWcnymq0KrIBSgJqClFAPGLPl5WoBrSxlBH/VynJS4lFzHwqy+A3Jjl4KYIu0EpwARK+nhlGj4uEGQWpJrR8T6UtQ5CDFqPJfUa7EU6cAlbL4BSvRZTnPc5byrdiZlFKuQvcHf++Vko9Dzz6Tb7kx4D/tZTSAy8rpb4GfBj49P/bFyijCKnHxYg1kEJPaoXsfG+15vrenLI3Awt18uwuNrgYmew5ZouGN+9f0MwbhrajJIdtFJN6gtaOohSXlxt6VVhc22d5tGTiPdYZHrv+lKyr2pY0DNw8vMZyuqTHM4QtXbujywW/P6EylhgdxlZ0bYtfemrVELsWUmE+82xWHZvLAVM6UnbsF1jWhsvVKZPZlHa3Y+gHzs+3NDPHtJ7hak232dFvO7KrWV9s+fE/8sM8+ciS3eZKLLRC4QQCozK77VaSsY0RtqgqKD1wdrkWeXEsrFYrzvweH/rgh2Db4WaV6AuiPNkWzZRIoRnfSHVTU8jcunWLF50jhm7cbIjc+8qMlMabB3WV31mQAGIRKOSSSSXJKtCMVm2jR5e4HlFwojvIVx4QZ6UtSWnUXJQReqMfpoilmCipxzpLjhmlCiFcAW6E2G20bDPymAYvtvS3IDGKcTthR7q4dQJdLgLeKZImhDOCtLNGgTYYZ9FAGluPODJAShnnKVkOlxyTWAAYWxcgxkBRoIuWQy1HEZkp0Yyogmhjhl5+vyONzXsnTF6lHm6IzBVPVAYphJjwjeMqJLpqpiPmsBCTWBJkICzr8Ld76f/vT/mGm1qpJ4EPAp8ZP/SfKKWeVkr9daXU/vixR4HXv+HL3uCbHy5oFNoq6toynzbEHPFG45Xi5tEhy/0l3mj6thPr8F7N4uaCauJZXWxYzCf0MZMwKOfRruFyO5C0ZrVuCaXw+KPXuXW4z34zZbm3ZLl/wBAiKYiHws4WnG1a7GRO363YnV8Qd7KGeuxwj2ZaUy/mHD3yKIeP3cbGSB5WzA9v8cS/+H2sVh2r0zPufe2rGNuwP7MoZTk7WZH6RLfrSEFuhPlsIpqDGNise4Ye6smEr79yyZvDNZ660TCsWqweUDmTSoXThhwioe/RorbGOYvWUHnLxcmKIUNXDJvVGX/zV5/hw9/1QWzR2EVDUWrMQhWhlbaGvZkcgsenx2jvSDnz5eeeI8UoN8vobeDK6KWg5LGMHs1kamRWqrGM1yiMHuMASoKR2hTCICzQksZDIz2MKcwxEYZEySPboYC1FQk1HiyFylU4J7OV0A8CtbVyA8aUJJ0rxzG3Yxyk5vJQNeqMevi0Fm+JmMBKToiPVj7uraXELFWCuxqAKkhSHQ2DoPukpZBpQi4SwWmMkRWxkrWlbHc0zojeROTn5eEamZwpCkLJGGvHVW+W7UsIaBIlSsCpGRWYKUcMoHIZGRkBo8EaTQgDISZKKqMiFiBTUv7W0r2VUjPgF4CPlVJWSqn/EfgLyCPnLwD/PfDH/398v58Cfgpg1nj2JlOmTU272XJwOMM4Aykxm1ZsQ2B92eOcxk0qJnbCatVyfO8CpyK+1iwmDetdy66PTH1D0QPHx/e5ce0I52ekPrE4WqJdIXUtJmX8ZMrF6pKcCjcfvc0QAn1oqas5eqFYLGecnl2w3rRMmhm2GBpfc3bvAZcXA4e39lHWcfe5Zzg5fRG6gWpSceug4vLBhohI2YcUmS7mVKNrExKr80tCFJdib3pa/x385E/+EMRI6jOKRMwyjIulJ3SZVCCTqZoK6wxOybDr+PSEYB2VMbzx2n3+ly9e8IHv+70UnShJHJXd0DMMA3VVsVzM0WRefu01YsyUorn95KM8/bnf4t5rr/LUIwfyNDUKYiGnAkbJDYomDQHnHUWNsmwzKiaTPOn1KDIqKb9VMYyzB1k5xrGnF+GV1YqYxY5dYsIaTS4Rp9TorJQ2B61JOVE1FTlmjJIDw2QhbeXRA5GSAJSlXJf3m7F61InIOle2Khnn6pH7oLFKiYvUWox3FOT1C/1AsVLeG22l3cpFUAol45x5ONvIY/KXVDHj5qTIxgatMUrwBzlEitWQE9ZZYZOOJHM9Vj5DLvgi25mYGAe2snnJWlpJi3sIwrFWMWSktcFJRZGyhDb9dm/Mb3L9tioLpZRDDoq/XUr5RYBSyv1SSipCBf1ZpNUAuAPc/oYvf2z82D91lVJ+ppTyPaWU75lUjuZwj4uuo9eC2Dcls9ybsguZ/fmSxY05N564iSOjHezf3MMtKlIpaKNYn6+5fLBhGCKvvn6fk5M11lX0obDZbphNLTl0mMQ4kQ/cP75L0jDf2yfstujYY/qeuinUszmnJy3eeubzPaJRQsRqN4T1CY8cekzXs77/Eid3vkhcBap5xazO3D+55Hxo6ULPpt1incXESNntCJsdq7MVvlgGEzm9bPnV31jxQx95DzFGejIl93g/xzlHCYYxGpMrAKxxFu0tMfWcnBxT0FgdefaFV/kr/+BLfPgj30UaFEVbtNfUTnNwcMDB0RGzxYLtZsXd0wumfkLlK2zlOD8+4dWvvcStawdYo6iMGaf/AidOSYaR8qZRD5GCD1PAiryZTIFUxHaeQpbdfxxTxa7eT1lhisGYcTWQRZ9htMZph0HjlJLDYuRUKCvLQ2csJSWs1Tjj8a4SQPLIoDTGMGkaQDgW3nustbK5GCsP79z4/1IgJckuyXmE3oD3Hm/EIauRjYh1ljxyLFXK4xZrhPVYhbFaholjewgyGC6lMAzxYSt0VdnkUihj5VGiyL6/MSRJeKoO68w3EMDkkBJ7utRDSiNJbdoS4yipLzJATUEctSorvPkWwG+UvBt+Dni+lPKXv+Hjt8Z5BsBHgWfHv/894O8opf4yMuD8duCz3+xnaKOZ+4bmuiOEgDOK2ju88zQzR9ftqK1ldfeU2lbc+OBHuPOlL/DI0ZL7OfFgtWUVFRsUJjr2DmqmEy0Zoaszjo4OWF3uWO4b1ucrhplnPl9y/doNopXBW5ctw27L5mINznLjsVv4ZsL27IwcI+TE6eoe08U+87091g9W3D++y+zAknzFcmbxfoW3hsuup65r0IqDvSkqwWbVA4ViNE6J4efeceDOzvEn/8S/Q+llIm6VJVkoqZW1HIESQBmDR1gR1jnqSvPmmx2mWpJDy7Mv3OHvfvolnnzPe0ldwDqDSYnFckHKCa8KpmRW2x27VpR/m6GnbiqOZgv+0a/+Q2qvsV6Auigt+04NqDRCdgdIAaNlX5jzeEIgT1itNIFESpHKVjirx5DhRImRqq7GWIKR01muskDBqILxepQ2I22NUaSUqatKNh/jo61Yi7MWqzQhBVkdKnltFOOatChiHDDWgpIZiRrXryFGWeMW4YZqY1BWEsds0RALsUj+C0VoV7mPqCKirYQil4SVswJiIeQEVpPGFk1psEUcr855IGPGliwrSKpgi0jHxH0rbYLWkvmqlEKFQEgKlKYQx0WA6D7kjC7ErMkxymzLWkyRqABrDZCFsGXUP5Xe9ju9fjvHzfcDPwE8o5T6rfFjfxb4caXUB5Dj9RXgPwQopTynlPrfgC8jm5Q/8c02ISCldinyJmkaGSJaV9FMG7rVmn7oKPUe0+tH9Jcdz/7aP6JoQz3RVItD9ieJW43QjUIbGELm7HyLb+Dw6AbOySB01wUODw/JamA7bNl2AzpHCnC+vqDxNVXVMDu8zumDU9688zpTJqwenDJbzKimDbHf8LUvv8D1R6+hfSBsWq4fNrSblt1OY2YNR3s1bYp0KbPrMoSI9kWERUmTLHzuS5f8l//FTxA6JMksKciJHGUmkZU8vUoB7QSRn4qiaRzt5py7JzuKVhhb+ORnvsrzeZ8f+8P/Bn46o1uvyLal7yPn5+copammE1a7Ha6uWNgpZjFhaT3PPv0lVheXfOB9jzPxCaIi9okuDJR+oBTIqVCZmqEE7GzGbghMKoNHj3MBgdTk8enpqwmRzHQ2Iw4DIRXRonSd3DhqlJAnMUaVUsQzkbNkCxsxjZEzxo1ah2/ouWstQ85kRMbstQZnKDGRKKLRMAbvvVQNRoaAyoqV+2r4mE15KEWPOY9K0QJWjapJ+1a2aMoYYx+qWrVSRCOQ3zKyLVRhnC/I0FNZAzHKQNQo+hjwVhy7TjuMG30ig0RNaGMYhjjelJmUM9bVSFizI8WIKgqthLE65IzNAygx+CmVwWpKlmrGmbegQEq/Vdn9Tq/fzjbkk/DPbHk+8U2+5qeBn/7t/iO0UsxnDSkValOhaocioIeWtkQmswNqa+n7iF9O2J/W5DLgjGHT96icKBswTYXyGlU6mlnFtNEs6oqEk5WcLnS7ntMH95jvTTm6dkPENAH8ZI9du2ZxsMdXn30aqzUzU/HK3bswwKPvmmOsod0F/MyzenDM1Ey4cT2y2yZS6LEFdueXRGWISmGMx2tD0AFfTVElsTu95BPP9vybf+j3EXqxL4tcsIwxdIY8BGKWYGCypLFZb6gUKCLtNqB0RQ4dv/zrn+PXnz/lh//g++k3LTF1rM630hI4IwdcTmJiUgZTFPWyZlpZnnn2Odx8Cjnz1LUDDg41m01gdb6jTRVDL2/OnDKrvsNrR8iaPoHPhYQS0rTWlBAgZbGwjzi71XolN9BYdsv84YrAnbGVkydeKXJAIq+BHT0nGUYdgTiT0aJOLdrIYDAG6c9FFUUMEevcQwiOLhBLFHOdt6KDKEUMWLmgjKXkIilz5QpwK58TQ8RaKxoMpHWy1oo+wphxKCHuzwwiEgPQSZLqRy7qFYdHgVRZJcsadlydKqCpa66Q/VcovjKuT8vosykpyqASEasxRp+Kk1fk5zkn9FV6GcgrqApeW94KIfqdX+8IufeQCl/4yhtcmwA6UhXPuz70fUz3brJ96bOooqhqi9FWVmEmo7KmaIcOPSVkmsUMqxVTa9FNRZwO9HFgUtUoLXP1yeyAu2fnuNmcrkscH58w9BBy4ehgScZy/MYxfjlhPplR+4q9ZcNAZGoa3njjZS4vLqhqz2Le4PWW199o0UDVNPQpoHWhcpapkwi+yimavSNef/OUTz1zh+rak/yl/+xHKSYSs2wLVFfQDox2dF2LVgbna/rtDm8dVeNxpnBxdk43RILR5O0l/9XPf5Lv+t4P8kf+vR+hMoZqMuH4zj2mS1FTliCJ4Ud7B6wuzzHGkbImJcXp+ZbFfIH1lq5tUe0l+51iPvQ8flRTL/eYzubSW5dCRyZl2HSZylqULSgjgJWUB4q142BFGJTWO4aUmDYTge4OAWvFoemdJ6WMt+Zhfx/GYaS2VwxvUPpKZxHo+0EEXEp4GJmxZVBIypDSGKtIo3YhjoYvBVSVR2tFH+XgMFrUmWImk9lEikmGvaPsu4xWzZxkM+SMWMO9Fq9qyYjVvMiNW7Sg/8MQ5IBRcgilIhseZ8VB6pyTm1zpEXxcCCkQhjiCe8SC730NIYxbKCkPnNV0oZDGAyiHgNJWfCaxoyhNyleCMT0iDSWUKf1zEGq/Iw4LYzTT2rM+P2WzOufm0Q2+/tnPML92naB2XN+/QbftIWWUCrh6ysXlDmcV0QJZUeJAcZ4cQZVM1/Vkq7kMgamfsnetBu+J9xImD4TUc3HcMjRLpvUUZQR6EmLhyVuPUTcT7HTKar3D6sBLX/wc68sVVjuuLTTtesXxZqCeNAJi0YrJZIr3Fls0m+6SpKdcJsXFWcev/uY9vvsHvo8f+6F3EwdDv+tgpD6JhFm0BFppjHfEnKnqCu8sVaV58OZ9knFoO8W0a3727z/Nhz/yg7z79iFLX7FLkePjE/oQ8dUUqxSpGXB9YHN5zL114uaTj3N9ucf5vTe4OG9BMz7NNLsQWLeA0wyrC1K/o0qF3NQo75ljUL5mVvWonccgCsUcg4BgjJTyRY0pWLkwn0zJqqBywTv7cGNQSh6VjkWAy6OqE+QmLaWQSqaqqvEprUYyVX7Y2yutyUaYnAZFjElWqSCIAa3kxkQk7SHKlkRpLfZw72S7MK4pIYv5TYH2bnzC5zFPRBNSpMTEpGnQY1AxSlbEJSdUEggzXaHynix+OLEVeFFcakTnoa0mhJ66qimjtuQqBR5Gu10WrscQIzHKNsk4ixuzQtKY/ZqLJK9a58acWbHJo0TElYuoUrP+1ig4f9evmAonL73Mduihtug2kocd07LiqSeWnJyv0aahahpSXqHWW6zSDF2LUgkXE7FI5oTVmV23o5rVVL5Ba8Mjt29w76XX6OIFzgSGoVBURSbwxN6Ukgr9+RlV5Zgu99DWELWi1pbFpOb5L7zAxfaCZuoFatOtabc9xk7QSlNXFhsTaehp+46YIyprbAUp9qw3Hd/zL32YH/3Bf4F2kym5xVs70pBEmtynftQvgLUK1WUms0rMTH2g1w5HhdI9P/NLn+IrxwM//gcewym46CL1xLLY26dMA9YUTh+ccXk5MGkWbPWE9333t/Edt29yfvdNTrIIqVCKbrfDWsty/xqPP3FAIbI5v8fQ9xyf3GU2n9P3PfPFQrwfKeMPHyGniC212LxToJQoHAogX21JigwbK+9IOWGMsDGGYaBuJB4ypkIen8LeOzGZjVsNXYAkvbuzVnikox8l5fzQEi+thbAeZGwi9vRilEBsklSPBSBnamMl/0Nrul4iB2ORbA+jNLEPsqZNooQ1SgmcxgqjomkarNYMKdP3Aecs3otS03gnTJAQ8FWDHuleJSVRd+YM6SoiIGJRDEn4pIIClPWzMQalHU4VYORraglgls2SrJmv5ighCfvTWmmLtJL3UrEy1C3h7ess3hFGskXty0e/+0l8ZTne7NBD5vvee5upg4MnvoPh+hOs2p7KVrzwlRd4rDZYp9FI5mVIiUvj2cbI7s1TvuvdN5jM5wBsL1aUVNgBOmo2l+fM54bNusWOQNpc4PqtG6DBVZ62Dfi64d7rd1idHeNKx7WZIQ4d5+cr1knDWC6r0uG0xViPtoailey7Q+G5F0/49Cst/+1/+m9RzxpsStiU6A2kMOCqCd3QE4aeiRNUnEYs0pP5lGGzY7NuCVmhbEbtLvnzf/vTTB95gg9911Pk3HB07Sk2Yct3/8D3o1Tg3quvcnH/AaH07C52XL9xk6rxvPLKG5w9eEBuB+oDoZ+HENltN0zqmiMz8PitPQHmaE07wK0b+6wuT5lOKpaNtAQ5ZoqKvPrKKUOGxikWE8/tx69TkgxmP/vMayij+OyX72CdkZ7ZSGgQD8tqHoqbUkoYZ0FrKm1IY/uQg+R3lJyp/LhJMeKmLKVAkHiBq6ojjpxJg8JpSxkfhWpsE4yROcZDkVIe9Ruj6PIKTBOTfF9XObxS6JLpRgBPLrK2VEoEY8WMUvMow12yVCjwlq9FTGJCAzPItthpT0iB4i1xCHhfYYwmdL3oO7IaFbuy5bkCBWslhLCURMRGERVtMWJFN3oMdRpjGUCUp7Ef+M1Xz353jWTfimsycdx8bEYXFfn+Be9/csnl+QnbuuHiKy9T7QL7syltl7hZwSZ22GJF1acEXjpVlolOTL/9Fr6SX7qpHMvr12iHgZu3v5NhveP45WfJ/UqGYGbElVlDGwY00PYDEUW32XF2ep/aBtp+y3Zb2A2BMpkwV/J5TilC9hhvMd6LCClnVK6oTIDJTf7an/sBTJEciWIywXpKt8OiiUMgBcHRZ6PEAKUV3k7QJbLebCjGUki8/Oob/M1PPM39Uq1/LAAAIABJREFUTvHR938HzeIalMyjt/dIwxLfD2y2a1594SUOr+9z9uYGO51htSN2geVyASVwfHxCu+5ZbVY4N0rIc0ZZaQlUSGRnSRFefeM+w3aHrzvOKkNWhqw0dCsu1gOzmWU5mZFVwFgra0jUiOAb9QDWSLhODCOCX5LcUkq4upLqAJlPFMUYKCRPUbQWwVIIo9lqDDIqol4cECRdilGqEMGFStmtlFQloy20dhV6PExiDuTCN2gi5IDPSdLP1UivUrkwxCDYPTRFSTuinZUbeNdKuLHSoBLxanA66ifM6J6F0XEr3H+pqMjgrVQBY5WRknhlQNa4IBZ3Xb6Bn1mKrHLHqupKUCau3bd0HCkJ6+MqRtFWzdu+T98Rh4XVisPZPs+88GWeuD3ncrtGlQaXE+/98B4T1WFMxNWBg9zy6gCn99bM/AFcmzGbzqi1pu8z9IVAYihbqlTjcmHSTAn3XuHem2+w3q6pDdJHUpiYhjJztJsOpw2Nr/jCpz9F02iyBtVoHtt3bHoHeUuJLb5aUC0bjDLMaqlMLtqM1uLVXHj4+Y+/yF/6iz/B+XlHNZ/iUmJIilICxchTo9vssK7CGk9RPbYUdJdhUljtLsBYcshMa8tf+4UvchEHPvDh34PqM6SeqGDX9Tw4fsDy8CbtEJjvzXn99ZdYnXU8dbCgXa25d3HKtWsHpCzByIdH+1idGPrEamhZ9z0HexNKllmPDQljPJtdK6E1OIagsaVgqkgeMo21uLoiju5Moz24npzlwOuVYtIsqXSEHEkxMeSAtRWmKLTSuPFmMo2XaEEUWYvGIAwD01rWhsZpuphGVIBsLFIRBKB4IDwlFLSNwqMoCq0zSWuI0vuHEKmt6HgUcgAnlZm5itQP6GLp4yAirAzeWXZE6slE0H5dR8mK+XyCIZNiGrmrRg4YY9CkhyIzSmbog7x+44aiHQJ1Xcl8gYKLGacUyUoblHNB2yJ80piI3tEU8Y+ELIRxNXI+JGoh0fiKIYdRkZqIxeLyCAtCti5DSoT89qIL4R1yWJSiePPVV9nHkvvE3vXrfPu7bqNzJG+2JOfZrqGylk5X9GcX3N6b4lXL9uycrmtgvkRVFWY6JZPYtoUhbVGmwqWOuFtT157a72O0ULQiMMSC2kR8Grj74ssMfcdkrqm9oq4MpUucxYpJrUm5JhZ5M/TbDUobNpciVKqbGc7Cl1644MM//MP8uf/6A/Q70CZihp5+7KmtMbRDZFsCvqnFldi31HWNbSrKEDg7OYNkmM4Nn/r0M/zPv/ICjz/5CD/6vd9JNyh2JdJkGPqW57/8PEdHR5ze/zoh6VHMY6irGlvVrFcnTGvHY4/d5t79+yyXS87PziFnrHO0XcdisWBILW0HRnlQsBtaafW0RquI8o71piNfbCl0LGdz6AaitWys4/T+OQcHM7KRWENdPN3uDVqlSCUxrSfCzTAa7cpDvYMdowrIiSHLU5siAcNdilJpobAxg3VYa0hZDugcEt7Voq2wIls3XvwZpRRZH9cGSmHiKpklqTz+HhROO2JO6EqUwLaaoFUi9B2pQJ0g7nYEo5g0nhQKu21LjgMqKYz3EjJtDSUlUkjgxE+Ts4jMjHoLqmOMlhjHEARwY4zAhnIe2xNFjNJiJQq6D/Q2S86r9kBixINwFaIUc8YaJ7EEyogmQ6uH0vBd36K1xZjqbd+nb1/W9c/hyikR2o5sHGVQfMdj1+jOL9leDoQRbx6GwC4XFtdu8NStA6YVdHFLYw27yxWGyMQprAq40KPiwFASuhJEnqFQUqTvO7phEC9CH6GaUOqGl156iS4EshfhzkQb1CaSmgq32eGSYjmvqKeWYAO2rqBkTLYUXdMPWz7/3Clfbz3vOmrI2TAUsX+jDaUfRJ2nlbQeV16CELBGU9WWMuxYnz2QXE9b+NQ/foa/+onf4jLvyEPg87/xHOcPzqmUJIrvLZaUEikU3rh7SVKarIxAW72jdJH7d0/QteflV75GXVu0yrS7rUTzaREu9UNPcZaMJsSBnATaYozBOYd3htx3tJsVANNJjdOFbC3ZNxQ3ZRUTd87OAIWKEasylRdR07RqsErjRzCMHk1OauQ3pLH3v3JJliIKRKuNrDRLkSorJTFyFWkPsEaGnSlh1VU8oNC4a+cxWrQR3loZwBZpEzTgtca6giIRUjdmfIiWofKVDFrH2YhCkYeAoWCdo2qmVHUtMyoDQ5aUeOMdV1lkxpiHsw2KaCyqqnqoWJIQ8EyIQWYxMLIxpMqIo1LiKpJRhp/jtkQJfOcq34RRiH6lt9BanKlaa6q64SoK4e1e74jKAhTXHrvFu5+4RZsLQwlUyyXG1qALRTnmRw2b1Y7LBzvOT14nR6jqfaq9isVjN9mc7chDR1IttTfMGnECpnaF157tao2rHGroyaXFKsd8suQLz3yWuNvy7ve8i7Ozc/RuTa8Udr4g+Q4Tpcd0jaXdBYbdgCHRDh2zyZxYZ/LlJf3e+/iP/tT7uf9gBdZQlUCvNW0/4IvHzyfEXQ9DZDqfoYC+65lNGrSBe3feoDgp0RsGfv7j/5hfef6eeDr2Gs53a+Z6zksvfJ0PfmiPtUqsd8LCWF2cS0p5XtJe7vDVBF1aVL/i8eu36FOHUp7T0wdcnJ2zXrXsHeyNOZwiDuo3A3puSUqT7ITaFjabLTFkck5crB6QQqJ1ivl0QSyFw8Pr+FII7Zo79+6hVMOhVtw5PeeXfuNVPvKBp/C5UFFkNqIVJchMwKLw1pCibBOGLPCYEAbZnkQJZbJ1I9yLLKW+Gi3blfXYKB6I0jT0IYgASgnh2iiFU3JYpV1PMoUQErby9DFgcsaXhlwCtdHkHLBOCX4/yRp8fXmO87XoU5QEOItrVobRVptR2anFch9lZnNV2WQt8n2rRMQl4q7R2l7AkkWZq2QjWFKCEHHayawqJ1QqKKtIZSAXhU2RIQe0tmjtxG5vrOhXtCXtWgH5lEwfJQO3aabjSvvtXe+IwyKXwu2nHudis8L5GuunlJQoJaPrKZXxrC52KGMYQkc12ZMnnxaOYt/u0DkyX0yItqCslPeYQCmOEiJ6NiG2a3TJ2KrGuZoHFxdMUouez1m9eQcD9Kqwv7xGyRLTN5k1hJ1hWG+oXY2fL3B1xf2zS4bQcef1jmfeSPyZP/0eLi7WTF1FCBmtPcQo+RHO0HUtChm6EkRZN500QsHqB6ytKVj63PGzH/80n3r+Loc3r7Gsa/SgoTjwnjBs2GzOmPrr41MsoZ2lZMODs3Pmyzl3XruDU5o21pxcntOf9Szn++y2ouzU3lLXNUMYRql2oUuFWlnC1BC7nmQMk9mcMARO7p5gVWTiLfP5DIykhqsUiGlLXwaOLzOf+Pzz/PVffhrjFaZ26DxuNJVCMkHGNO8Yx+pCo73BOs+waUEhWEWtUKOegJJI45PWPryBJHQoIkrRvu0kUEgZrCnYhwPBSEoBXcsAUDYFhkllxIYfR6ObFtu41ppeydaj7Vr8fIoxhtAnrBbX6iCxQWBl9arHtWYa9RLGIsCaBDqLFT6VLKxQZdA5kIqge4zSZCN0rVRkDpKUIqdBwqXGTWVJko+aciIrh7Yeq6XlIElkgynyWonBUHJNnHGgjeS85LfvO31HtCFNU5P7jot2Q5k2wjJQEJW0A5enxxA6fEkczmfiskRxsD+XYdC2Y61aXjm+S3f3knr8xQOk1ZoIpM0FlZMV2qyZ89qrd3jpxTdIKHTesDg0JCJ1PcO5xHzWsLeck/uBZurYhcJqu2KzWbHebLlx4whjHJ95U/Gff+wPU0LAmpqCH+XMsiqbNg15VAcqZyi6EMtALKBNJgwdD07OCQpKSuzViv/7K3eJ2rKsLMSEchLVZ5TCe8fp6ZloA6Kg9H1Vi6LUGfqh5asvfZ1Nu6FuZmSVqf2Etu/YtT0ZzWI+HaG7jKBdSbcy1tC1W5QVqXhjLcd33kAhwN5qWgk7wXpmyymkJK7etuMXP/VVtm1kk4G6xhWFt1YkzgqGJFCWohSm8hR7Ja0WC7XVEgcYQ0BQGQUdMzqJItNYJ5sBJ61K1shriWSTWi8wG62dRAloDSmIjDxKVmhdN+JojoXKekgR5wxNMwFjiH3ENJ5cO0zlcUoTtj0GGVKGPmApeKXxxuCV/DFKDHCVsRJlmGQmk3NhCOINEadpktWrdSP3VI1uWR7CgtAKWzkB46ir34sTQZkI1rHOPkxEtPot4tYVClGANxqvDE47NDIUfbvXO6KySCmxW2+4fv0G6/unnLc91nsmkylbtaPynvPLc9a7jFlZptaTUs/6wQmYBmUdR8sZYWixaO69/jWMqtjsdrgSqJcTzHRB9I715Smvv/QqQwooErduXkMpxXbQLG/OqH2DQrNtd6OMW6NyYNpkSpYh1+nZmp/5pa/wr//ov8Jf/Ni7Rkm0IjOgVJYQX+RJtNlsAMVkMqFEUQEe7B8RYsvJ/TOBo0w9+uKC/+Z//yQv3l9x89p1FrOKjCWkgdxvMK5mGAZA0edE27WgDQ9OLwlZzEWz6QzvK97z3vdRYubpZ55juT+h3a05un4TdfMWl5eXlNBD8dw/fYPZbMp8PmVYbcBXTLWl7QLdZeT19SlmPkWFnv29KWYEvFw/ugYps2vvEbaRz3z5DtFbbFLk7Ch9T1SO9W6H9Z7GO4hpdMyOvgVlaUOQTUUfxOEJMivIUoEMacAZLYdFkRiBHBPWG2KUmYrRBaOsrKydZgjhIeNTaS8U7NqgdcHmIgyJqhaQ0ijbDqGX1qCuyF2PoZAz9E6jnKMbBoqSlPUx2BDvJWe3FEacIAxplL07N6pKw8gPtTjJSIAggJ1EEhgSIwRIS/RCMxrTQk4kK3vgYjQqa7Q2YyWY0AVSSWzCQOMruZFjIZkxXInCehjQWmZirnr7A853xGFhrGJ5/YDj4wcMbcd0NkEbzZA6dueJzeYSiuSLJufpnMdpReUrXDXBN5bh9ARCpnMSUDSYgbZENIZ2gKOl5fzuGWenJ9S1pbaOo2oCw8AmOQ6P5igtTMWQk6zQSiamHjMMUE/wtaNte37586f85B/7KB9576Osdq0MoMZ6J6XMVa6lcCHFYl1GhFw9nVBCz9ANuNqTY4Ks+I//p/+TyyFT0BweiKpUO4s20LWZ2IvPJefMdr2ibXfM9vZFPNTU3H3jTfb39ujalnbbo3Vksb9HVdV0uxPu37vP0eEhl+tL2l3LYrGPtoqqlkpovrcka0Mceqyr6LotpkBpB7wXCXF2hqaZU1IixoG0C3zppTs8c3dLKhlfeeg7ctZYVbDe46zDaY0TOQOhG9DeopEEtdB1xBC5UilaM64GnehQtC2oEYmd4wiTQRScRlmMEhaE1ZoYBxSKFAd0lkqpampijpQoArxSCqQwUqoUxju0VpQgJLCEcCayQgbRTmII1UNEn1QZKSaGFFFZKkg7Zp7IaleLAEvJ0Fa0J5qYwsMcElQiFPGQKCWu4oh4Rkocc1u1IodMKRITmXPGOFmlemuJyuA96BEHmBlt+c6iisKiJFLRaMmsfZvXO+KwKEks0cQBbzQGg20mdLuOddHY2ZJcAh6Nqx10Eds0aGeJ2zVxUEz2Djh7cJ/c7dC+Ydo0NM2cbixFX3/pNWLXSwp531Lh0DWsk2Jv2dCHjjK+OVTRQrdqaoZNpvIzhpDI3ZbPvXDCT/3xP8R3ftt1VpsOrzWxgDLIUyAL6CVGKT2ttWMSV6apamytuTw9HyXnElnw+suvcdaLUeixG9eZz2dit44Jqxy6FHZtS9u3LBYLNg/W3Do6wFnL5PZNQt9zsLdk0tSyHl1MWV2egSoMBR555DYpRYZhIMXMZteyFyKTppKev+vYu3aDrr3A157QDqw3K0oMeFuY1R5rwDdT9hf7hGGDSj0vv3nB519ZU08q4mqg6II1lQzTXJb5xhBGR3qR3E+lyAkKBR01qojqUTsrprRSMFboWtOmGZWWo8EBoYbHJCnrWiFQmhDJIY75qeOTdWRcmpwlYhJDiFeRhIWiNHVVC3w3dOOwMlL5ijxuM1KOxE4GstpqprMZF+uV0LhG8Iw2Bjcava4o3mWMAjBivhGjWhaDnanEiIYyWA+maImL7AMOja28aCJKwaFJzoxSeSNrUmfGVsOSQ6B2XnJxQwA0amRnMHI8JfclCyj6bV7viMMixcTZ3RMmzYRu15INbM4fYIrCLR1xKOQk6rzQg64qVAz0mw16MsFaz6YvzA8epxsGQn9B10Um04qJP+Deqy+ijSJrTbtquX5jzna7w6RMXTtiCsTQj1SngKsmTLRCeY31NUkpPv5rL3H7PR/ij/6x3w8507YyNIpFhkxDCGKU0ooQBijiPs0jsGR/NiWFLZenHQHIKvD0V17h5/7BF7lYJW7eOODR64fYEgmdPCGtcaQSsJXmsb1brM4vOLl3D9U0bIaE10bMYDEzmUy5f3yPRx+9wWazZlJXDCFT1YbFwYKvPv8iy+UefTdgvSfknm4XaOoGV9cUJevp3HbcX20gRw73JcclxsD1m7fFbxG26Bw4Pjnm40/fxXqYGQ96wDqHs+KpOLp2iDaKZERQlNqd3MRZ4UfIbRhvpMo3aKPpQkQ7gzcGay0h9MQU5GBwFToKD9RQKDHjrCYOQrcaUqKoUTJu7UOQ8BAyQ5EIASHzaTBGoLxxYOh7audJMROLZlL5ETpcRLdhNcrIXKHftYIRUFpEWRSs0/imEhZq5eh3vbhmFXQlEqJkxE4mDRNfo3IZM1DVmJFa5JCtK6ytJOVOK5S6IoJZcioyg9AKiwQu5ZxpXC2kciUDYSi4IvT0VCQhjlTwxlHM27d1vCMGnFdS37PLS4ZS6C83DJuevaNbxGHAKkOlFcbA9euHVNMZfco0syWmntEsF/jFBExhbzrBTmZUiyPW65bD67eop3NZtRFYHNasLjeAofYVtlxxGyVfQdiR8oTy1RxTBtYPen7ko7+fn/ro70HpgnMV/RCQsZRMsq/o0brIwLCpa1SByjkaVxHimtX5JUNJEKFSlr/6C5/jwbowEHj8kRuokklFkbKU8N0woCjMXMOdV17jzXt3yQq8tkwbySEdhoHFZMJyNmU+m3J5fk47DJxeXLLdtvS7jsbXxJiYz+dcu3aNAmw2HU1To3GoYlk9eMBkvse661BZkYaBxmtKkUqp0hYbCqVt6YY1z3ztmOmskmSuothbHtL3hdUu8ci1a7zr0RuEIZGVllJcO0oR3QMFcowoo8Vu7Qy5FOpGXLbeWuLQ45Sl8TWNb0Z2KRhnqawVBoRSokptexFBOS2uX61QSXiWKY4r1RwxjR0hvBAJKB2Z1I4hdKQ0YBAa2EOiVWaU8jtiinRDoKocVVUxqWssUr30QydCv91OWh2nKd7gjGXia7zxrDdbQsnCBYWHswyKxo8r0FwC6ipvxBmCZsxLYQw0KjLfQChlEVGxKi1MD50Lk6xRKdJ3PQOZQRWCyg99L2/nekdUFkoZpnuHLI2V/qtK2KAJRTFb3ETTM/HXMbMF2lmm52fY6YyoAqa/ZLM7x0ymWK05uX+XPidSrdGh5/Uv/0OuzzwXqx29gW4dmO0vR2pcz/LaNc4uzlE5E0PCmBpXe+rFnKbJ/N0vJT72R/9VvDZ0vVQMXRpkMDf0o8VYJtIpR0TXnyRYaDETHmXXcrkNZF2TUuaXPvFJ/o/ffJUuJw73Dzg4eJTNrh0NSZnJxFF5y/Z0xemmpYuZOEjMYc7Q50iMgdtPPMnx8QmbtqdeLkl9pGkaps4TQmQ2nbA3n/H53/hN7p2fyYrNwGQyYbmYsdw7Ym85QeXEy8/9Fl998YSagVnjWDy2jymJ6fKQ2XKPvj/Hxkg7bPi5v/cCoVYYFJWf8tSjN5nW/0975x4rWXaV99/aj3NOVd1HT0/PtGfGE3v8BMLTRI6DCCGEENsoOEiRcCLlJWIkQiL4A0VEKOBEQYqdEBQECnJkS2CR2GAIcSCWwMTBJIANNuMXxuPB9njePdOve29VnbNfK3+sc9uD45lpmEc31l3S1T11qrrPuruq1tlrrW99X8+pndtxmtCxoXlLRQk4okAWQYLdtaU1FsuBKVV6F/E+ot5IXpoaD8XuTs9mani1OY3gxFqLzQJwE0tN+jDgggG7XC1QG1Nt1KpsWsWLMMRIS5hKvFaqGtw/qE1s9mGBSqVgOqNtmkFz0YqtXj0ehwYQvMlc5kw/kxoP3RKCEHyHJKWOxTodYhog4mDZD0wXN6xO71FKIbdsqNHlACWT61yvqIpTwaMMrqOo7QxarTQx/9xcPDUVuDazhmNKZCsbWNzrOlLOc6prWihP1a6LYIF3LPoV47S1tlqupgsqFSWRSqLlC3TpiMP1EXE10JrSxpHNwaMsh12cbjl/MDGut5zZ6aibCnVi74YVaZNQiaiLdENBa7aJwQJHB0fUMePEIz5CTXSLm1kfHfDmn/09Xv/615EuTzQXZv4GK37WanqV2qr1wFOdhX4dVRwx9uSaSduRo6MJeo8WYVEn3v7bn0GCcPrUDrc/50ZqyaZJAdx442maNB548GEevXh0BbaMExarpeX9pbAZt3Ti2W635DLy6AMPEL2nOuX0cJpl19N3gYOLlzkaJ249exM0z7TNM5JReP4tN1A2Cdft4NPaAmItPHf/BgRHt1yyu3eKVjJSMuvtyOHBxOgdgyo1OF5y2y3cduOKbdoAjpQa2pLhGFulNKUFW9sYwsyDUUlpQmJnRblWiM4xDB0QCcExHW7phoh3gbSZiK5DQmXyQh4zvg8GmUaoYnWR2gxrELqO6gpCtS/9vDtKmzUhCG7RzQOiikSrL7VcbRDQCQ1Hao2uD1QnpJpxc0qpqjaW3ncMS9P2KKURmlCStUaNY8LkCfuuo3pHWif8IuIphAit2udpmibbHSik7USrakXMYFDwguAaZFG6vkNUqHmm54tCLsrQ90iyFA6B0EW2m9GIe5sS8eT0xdI6zYVaRkJwiI/41b6Rkqqws9ghl8T68qOMqRK6Bd00mWp4TbRaGNdrpstH5CmzM3RIFBZ9R3Qdm/VIyYGwiHhvUGEfTHpOaKwPL5siVPDQCi30HF54gF/8rQf45lf9Fcj2JqlASskq583APLU1E6c5prr3BvqJwbPqBw4PzrMdKxIjmgqSjnjTL72PZec4feY0zzl9CidCiJHDNIEq5x68n+2UTMJv3pKqQAw2aViPdS5EuOcznyZt14QQmKqpfJ85dZrD7cTlgwtEf4raGrund3HqcK6gtbC48Wb+3PNuZZOV5d4pPvnx38cPPePRwczZYQQse3uncDlDNcEl2cJvfuReXGcQ5+fceJabTnWQG6eGxSwSpBTHvIvxNCzFCz5CM2i688IwLDjcJIJzNlOxGqhqal/G5h0oqVIwoprttCW4ztqGQ0d1EF0kpRGpyhA90xU9woqrzQSYmEWHndIvLZ2J3ujzq0KdEZjOB2pRUzzz1tGYasUj+Kok1/B9QGoDFdKYmPKxgLRjTJmarE1ZWrGCdlyQpkKlsb+zIpXEeruxekc1xXvnlNQqKgby8rMaWpnH82Vul8qs7N65aDD3UokqlNKoOrOKiwUSjY6+C4QJsqvkkui+WFqnaOX8Q3eDBpw6el+NRarB0bKj1kycW0MuRjZtIvpgUGGBfpF57ulbWAxAHdkeZC6PG4bVPovlHmlbKGXEa6amiusGRIyl2cWIajP4bRz49P0X+Kqv+2b+9V/eYZosD8QLUyp4F01hqhW0GaKwloxD6OKxvJ/gQubS4QVKhuoKXoUffcu7+N3PnCdK4OwtN9CmxEMPPQzYKHMfI9OUrqD9whBZVNtVWJBopCnhQ7RR6u3EQUos9/ZtfHtmrDp/4QKOmTjGebZpQ1Tl8OiA595+K7t7e+ws9lA8F+67m/seeZAgCaFwy603MXQGpd45fZqljKS6pdXCxz91gXff9RDBewY3EFY7vOx5Z5lqI1NwGaPSL5Vh6IxrIRVwgmmsW0W/NaU1qxN1IZo04qKjSqOlTCswLHpqNw9K1YaoY7XcIWtlETqqc9Q0c1EWWA0rKwDWCXWNsZkal2LArxg8tSRCb2LI0TF3XaxrQlNy6yg1s1guaA1yNjj3cjHgUdYpUUolRodi6SDa0GK8lzJD59UJy9XScBBOcQEkKQdHa7QBLuBDxEmjH2ZGNCLijI07b6YrrdwqDqGRm3Ks99qmyZiyVPHSGJYdqm4e1reuh1OlSCUbASraGtP2i2Tq1Dk4NfS45kglUTjWdxCiNGIUPBmcMJYNw94KP+yxv38ztz3nFtic555PfpqxNjwN33XU7daKQk7Q0eoiyjzMRaOL4UpKkbeVYdn4v3fexcce6Pm2b+spYzW9zjgwbTd4iZScZgq0Ob80RA4OY3uO0dN5uHh+TcqREIGxcbR5iPfdewmnlVNnziBqtY2KgXmqVjQuaCkjzrH0xhkZo2ezXhu9fGm4YwiwF8NvLHfphyWHBwdkdZzZv4Ht0SGrvX0O1iO7e2dZnDrLpUfPc+Y5ZwkIt990lgtHR5x7+EEuPXQ3yxZImrl5d8FyMC2N5e4+iy7iUsIjXFgnfuvjD+BDpHPC6BIvf8kd5AaxB81thkRjBMElk3Ki936WE7T5Guc8tSqLZW94FpQ0ywzECq0lfBwsHSUg0diuvfO0monLwTAQY6KVyjhNZIUh9EQnrL1NMGvw9MOAFOj7fqbjM0lG55x1DrLxQDgPRSe7aZRMLSaB6JyjSGazOcS3hgRj3w7BGKxyypSaKM12KkUrPgpVhVYSQQWCo80CPxICQ+hI00hwMtPfmSCMtkZQI7VxXaQw66qq4lVozqDaQRylC8QYCBijWk5bvF/gsGG1UmesiBqPRfSeqaQriM+nYtdHsAAD9DgYfAfO2pAOY6TyIbLYP8PeqTOcvvkWFvtLdLulXLzEpz72MQ6OzuNlQVhESksEFwixMyAYSmcMAAAXhklEQVRMKRwcHbG/tyT2gSaV0B8P9ihtrOycXvHu/3M3m3ArP/Yjr7JIXpROrIh5ZVuoOmt3hnmcuMzThaa0FQK0ktgmcH1jzFtKTbzhre/F0djbXxFdRmqY82njXvDi8HnLXm+pEOLIqqZXcmxqjEsxOJK2+c13dD5y46kbGZvDucjemZs5PDziRV/+Jbz4trMcXL7MLTsd99z/IBKEj3/iLqbtln4BC+fIOsKUWAxLAMR7hp1dpE3UsmWz2XLxUubId4RYoHW85PZbWXhIJMiKpDlIu2DygVpxogaGqoVhOdByI2er86w3G7wP9IuOhQtsDw/pVwNeTOaPau/bmDLL1ZKaM81BGRO+63HMtPqLFX30CEY54GJkOSxoWjk4OMB1kWmdGboOlyuLYcVUCqijtULFxJRiN7DJicVyAK1zN8wzBMc0big0okJAjM2sGuybWfyn5UIMFsil73ACnXjGNCEaZk7RwnYq7PQD07TF+2htXFUjDZ7JejUEBu9J4zjXfUxGsrVGN2M/0jQRYkQnJXY92hRX9UodqM7tfDeDv2J0Rgb0FO26CBalwqfuOcJ5GIbA3tBY9gEnhUWM9MOC3j9KXj/E5fN38zCVMiltgk2CJgtangjrQKuZtAwgDochCXd3eoYu2h29VqRUQtxhyke46Pkv//MP+NE3fjfrCxOeDnHVWK2mRAzeWI1anWX4ABQpjt4bvZ/3EdUjLj10SJMFXddR62W+99+/k0uXK+rh+TftISjegafigs1eAkbKqqZoHrxCM9yAaYNae9Yo8d3MA9G4+eaz3HzrLUR17K32aToZCGlnj0c/ew52O0JYcv6BT3Hx6BKPnHuYaRwZ08ROVPxD59Fx4sab9zl15jTee7rlihtuuAm2h9RWOH94mTv/8BIfuOeARSdMk7K8acnz95ekWvHFmJ2mmlksenxvFHHGG9nwTugXS3LOrDdH+LhAnaeL3lqUxRNDJOzsGJPWXHQsaWaVksw4bui6HmmOVpV0eIDzjthHkmuQrDidFEtjWpu/8IWd5c5M629b8DxZXSg3GwyLnbOCMdB5o0303pTHtFrdw1WhVEe3v7Ris1gQzymjoUOcdXzEGSGPlEK/GGympzbj3hDwVQid8WH60M01rsDgjR+liemXbA6O0Jn5ezH0tGbiyn1nXbZFb5q04qxo6enw0aQIVDC1tHLMrj5Rs3FpDKvhKX9Pr4tgoQpdbMSoLPvAEHsW0RN8ICwaPhos189iuSIRZEJDo/eBuq5oFCQ6XOiRmfFKBJO56zziBN8FdDMxFSXrEWjhrb9yF9/yrd/IweXJeCDLRMN4FbtFT85plpSbNTgxXAhabPfjBQmJw0cSUxdwWlCX+cgH7+X8UTHsx3JFywXnhVwxER11xuOA6WWUmTbOVSNbZWZtPl4gFx21mZIVCnWciGK4kM204cyZs2gXyOs1y53A9PBFfvtjf2h8kjmZMDHKYtHRl0N2d1fIYsnesqP3gneBU6duBFXUV+q05q57Dvngpy7M9G/Czv4+X3rH85nSEc4HvHHPErxjmkZiEEIAKTORS8rUnOn7gcUwUNS2yLm0eSvecN70P4adhXE5pDyTx0AXO3Ku5FSsXuMCDmc1hamyGDxNxSqVajSJuRQcja4L1DGTazHYeBVCZ4NZKSWcwOCtEIh4NCWbai5WZzFm7ZFUGyF2bC5dZug6JoxYeLFcsJkmEKw1q4rWTBc6araWLQDOuhXOiLdJcx1HnBVGSzGxahUgdpYOiX3eWrNrO5TgldJskK7NTOUtOCQXnDrKmGx2xQlSK2lbiPPSeO+u4FSeil0XwUKcMCwHvBpMtrRCccaS3MUV7nirHxxdv2DMI32/QMTRKqz2O8ajNVoFcQu0JXzfU0uhZWOGplNWw4rDKdE7x/s+/BAfua/xE//x+9geJbQJQUy5qkpDaUzbLTVV1JmiVjuGGTvrTsToGccNly8UJAT6qVJc5R//y7dxUJVl7NjdX6JtYixAaTOZaiRTQRtxrmJHsR2Dn0fGOx8Yy3RFiEZQwiyEMdXGQw8/TLfqoTl2dpfc+9lPs15v0ABD2DHGJxHWmw37uwtWJeKPJoaakPGIMQvPu/UGRD1NPWdvuR20EMqaaX3Eucsb3vOJh6k4XJv48y96IV/+vFtYX75AW+3QckFCpS9KCAM5JeNn8NGo9rpITRlBGLc2PxODYxGVdYLqPVoaU9kY1f7BIbu7uyCBKpNpxKiwGOyO6L2j1olclTwH1Gm0NFC8x5NMloD5DuuDTXuKY7FaGUbGB0qp+GEBomT4HIbBzbDoEEg5UzTRi8dHE0RKqkgXKKMVYWmJoesInckBlLHMQj/GDOrwBC94F1EsSIo4m9vAmRJ8TvR9R3OzwNJmxMcOLxjVorPOXSay2RoLe0szSXEDX22wLY2jBRCgW3Q0cdTasNKINQY8XyRpyPE0n6kmubkyPHMypoJGUCL4gHphf7jBWI20sHXJKOddjwvOFKdbpO8Dl9cTfqcjIgRfkW6fYdjy9l/5KG3/OfzID387TJuZS0Kpbbwy7DR00chhwwylrc2Uqj10YQCvVF85XCc0dKS65tTuil/6hd/gsApKZW+1gJSJPpCYJxBFjXtgJmo5FjuOxyri83i2eBtKUnRmwzKItPeCV2V/Z4m0xnqaOLh0kdgF3NJxqh/Y2e2oRTl/4SJtOmSrCaGykCMGFzmiccfp0/bF8sLpG2/Gt4QvBTRxuC386u/eRUNQ10hFOXvzPg+ee4SIw3mTPZCgtJzxbdbKoJForJYDOWXG4FFxdLN6eauVpsbiJGrToLSKV0/ywaj8xOEkME2V2NlQWUojvnNsSmIx7BCcY73esPQRUWOxrjnZzIWb00IXqGmizKnJzv4OtSTj9xwz/XJJrYWj8Yh+GDCBTaU1m0bWqpQ+knNFq43Pj5st/WI5SxwECHC03VpK43sUxfQXrYiqcwfNORjTSHADqSYToloM5GlNK8qYJpbLFdKb6rx4yNro1FOniZaNxTtnJfZCqXZjcV5oyVChzXscsB63BPF4Ez1FCKxWC9wXiyIZiqlGz1JxzKQmucLeyt7U0A32BohjcopfLg3TsD1CdUJ2jKY9dh1t3IJbEvsKORNiQHQFHPHQfY9y9vaX8Lp/+FfRColTtHJkW0OZVbo7Y2zS2oh9d2XbF4I3hqRYiOpYr9eoD7iygTrx029/D7/42w8hrrHsja7OYxoRfpauk2POAXE4b/UI5sEi8cE+cLVaOjDDyZ2IMSk1O+dEOLx8xOnT++zvLtH9PdaXL1K2mUcOR8rhQOmFNDXizg2MTekPHqCb+/83nd6hW3SIOBbLHVarJW08olBoFD5012d54FLDRyjqOXvmNIfrDXuLJb0XtuMW30dqHo1UplpXSNQZuWxKM+ekURTWZhPDcegptbBaLdgebQytm6sFjEUP8+yHdRjdFR4IJwEqrOKC8WiL956Fi6brWducZlS8t+lN13WW1qkpqcsMC3fqqCLERW80hsWTXWG5GJjGRsq27lJtFyCloeIoXunCQPQeUVNhC4OlEUNcMqVEbQVVY4sXhFqFikdaM1Uw76g50cdoPKQu4t3AtN6y2lmQpnHeURiEvqkhSh1WIxGM3r9ONmYgaiMSm5qsPT1zeKxCZxqyIbCetsYTUpT8xHLDV2XXRbBoqhT7vqBA1/cMq47Yexb7O4a0Wy7phgFFCF4MKKWKsIfvMjVNVmeIPa0Whr5RWyR72OmE7/+3v8HObbfyz1/3rXzjjkOzksUzdJVtgc4HUkrkWsg5maR915NnsJQLSt9HBHj0wqME3SO5RmmeDuHv/NAv4XxCfccNqx6nNiiVWyO0iGjDo3QhMFWgFgb857QggIqBckSbtWeDDRPZnWxW1gaKKJtxy813vJSatpy68RT3fOpeXCkMp3bI60uE8QI7pztaK9z32XvJrZIbLLzjxp0VXjz7t92GU0/drnH1iKPNxLlzl3j/fUdIFMKi4+u+4kvpxoyjEqcJqIZWnLY4ClMtNAf7IsRZnWtzeERjVnyfuUZd9DgxyshKod/t0CqUblYFmwwirYCTRudNwazUSrdc0IqSmrLYNwKe9VQRaYhUfB8IcbDx9plMh9qI3jHVZhwWKmQy0UcWXU/NSpiDzfboMqmYCnzwERk6plTQYMS3yxCNZzMEumb1o7EU3GiTxDZfY0S5tSraCk0zwSnjdgKt7O3vUqUhGPVeSRNFKv1yIAOLxQ6lZPJc6M05I8MOU2oUceRWWQ0LOmxKOHSmu7ravYGjywfgHakUkipx0TGlzHK1Au9otVCeBv3CJw0WIjIA7wX6+fXvUNUfFpE7gLcBNwIfAP6eqiYR6YGfAb4WOA98h6p+5omu4ZywXHUM0dNFiJ2a/oM6tMnchRDLBb1DgyOrYSecgyjWYoJ5eCgEtO9waeJ9//tuPn5v5h99z9/k5S+8g6km2uRpTomlspkhwTkbCi7nbNyPPpBTsrqCD6bBGWZmI79ESqKqox48wht//r1EGq0Ii87Qi4LgvDfdCFW8E0wa85izcRYLFtPAFAxkw7x7qCha7P9qGNOUbTTmu9c0kh+5F6bC0fkHKZcfoe8D7nxk3zcOt2v0hp77733I1M2BDuXM6T1T4/KeZfSUnKmamKbE5nLhV++8zzRCo+elL3geO1HYqrLwHeNmiw+OKU+mE5ITIQhD7I1uRZXtZmNqXCFeERAKM6dDK5WgIKmQtRJcRFOyIlzsrS0tAtqoNdsGy8E0bS1g4hAJx9BLpFacnwWL9VjNLVJTsSL1LELsxOD5HhNY1lqoRUllftyM8s4KhA4fPA1hW/I87AV951GEPBmTV+w6Wm2kNNcKvMwDalbjyjnjxLG7uzLEpjJT/ZsvOVfisrMboTamcUSDcXC01pAuku0PQkphuegIMRpVY4gGJhPYHF4mBE+aQWELcTgVhujJmAwi6NNSs7gaqMYEfJOqfhXw1cArReQVwBuAH1PVFwEXge+cX/+dwMX5/I/Nr3tCExGGzhOiJfKlKGDYBS2VVkwv0gdP3w/0fgnNJOVynsgp4WNP0cZYCzesKnLpQd79Pz7IA+HFvO6ffQcvvOkmxqpoc0i0oCIL2xXUZinGNI20Vun73ghUVOn7jj50xM6Uuy9evmzEskB0mTe++d184O7LZCqxs/ZXQ2clKgMjHRfGxRtQxmmDWo3uZZbmc6pIq9RaPlfLwN5oxMDp6oxxuopwmDbk9b2U7TmGOHHrEDi97EmHhxxdOGBnteLBe+6jjBO5JlQLN57ZJ+pIdcr+mdMwTvi8ATJ1mnjX++/m3GjYDm2Br7z9dtpUWAVPnjJ1KpQpI1ppJRFdoAsdNGVzeDCL2XR0XU/XdVfWMoTA2Arrccu43VJzwSOINoZlbzMY24kgRhKTa2UqGecihnD1FiDcTEyjSuw6SxkapO2IVzfrjWTDa8z6ItoaaTvS+YDMn6tJDQiGC5Sq5GQ3jGPaDAVSmijbyWj+giOK4Guln5Xfay0Eb1R2KKhrFJ3ImqkIuEAMBj7TeSp5ubLBwpxtELCWQhBwRWnFCHkM6u4pilHylUrwgQ5HmRLjXMgcS8H1A3HoWawWdMPAoh9oi4hbRWTh0Zos9Z07Nk/VnnRnodboP5ofxvlHgW8C/u58/qeB1wP/CXjNfAzwDuAnRET0CXQSj++lrXnUeYIYjDYMBd8rMUS7kwRPHkfUJXzsEIL1t/PEb/7yndx9ybFz9hSvfuXX0t9QeNV3fAXNBTQVcq3kaSJ4I1lRLTDNcGIR1tv1zOEojJsRTyN2ntB1hFZ55PwlGg7nArkVzj96jje85df5zMUjaoPd3QWBeW5ErbpNM1br2qxJqg3UefAewbbVwZtQr5vh5zibOPQIk8x1iqp4p1SwAClw4dKa1fIU21I4d+48KsquyhWi1qOLh0zbNVoVauH2287OOI/A2ee+AFc3tGmNpkzZFn78nR+jLTydd6yW+7zia17MpUcfRlpl3Fi3qHjr1rg6s2oPC8QZo9XOcknejnjvSdXmGvqus91aKyy7gdSUXJIpg+MZc6GkQu8jIQqxDyiNWI1GP9dE13WGjl2tKM1mgQQhtEalGWbCm8TAervFd4EYK33wCB7vG4oVqRc7K/KY0JoYS8Z5w7KI94jz+AZTGgldj/eenZ0VSTM6blh3gSF2TFNi6CNl2uJjb2PytUFxqJqkpcPRdT3aCiF4Mo5xuyVtt1dU1NHKMHNVhKHDB4fvew6PRhvuq6abekwclKaKOm/yA+LY6XpyHnHijGKxmVSAoqTJ+Dzjasc4WrtAGdOfMDT8/3ZVWqci4rFU40XATwL/DvidefeAiNwOvEtVv1xEPgq8UlXvm5/7I+Avquqjn/d/fhfwXfPDl2Ipyx97zTW2M5z480R2vfkD159P15s/L1XV3T/tP76qAqeqVuCrReQU8N+AL/nTXvAx/+ebgDcdPxaR33sqoq1Pt53488R2vfkD159P16M/T+Xf/4nGS1T1EvAe4C8Bp0TkONg8F7h/Pr4fuH12LgD72K7hxE7sxP4M25MGCxG5ad5RICIL4K8DH8eCxt+eX/YPgP8+H79zfsz8/P96onrFiZ3Yif3ZsKtJQ24BfnquWzjg51T1l0XkD4C3ici/AX4fePP8+jcDbxWRu4ELwGuv0pc3PflLnlU78eeJ7XrzB64/n76o/LmqAueJndiJndh1we59Yid2Yte/XfNgISKvFJFPiMjdIvID18iHz4jIR0TkzuOKsYicFpFfE5FPzr9veIZ9eIuInJtbz8fnvqAPYvbj85p9WERe9iz583oRuX9epztF5NWPee5fzP58QkT+xjPgz+0i8h4R+QMR+ZiIfO98/pqs0RP4c03WSEQGEXm/iHxo9udfzefvEJH3zdd9u4h08/l+fnz3/Pzzn/QixtVwbX4wzbo/Al4AdMCHgC+7Bn58BjjzeefeCPzAfPwDwBueYR++AXgZ8NEn8wF4NfAuDN7zCuB9z5I/rwe+/wu89svm964H7pjfU/80+3ML8LL5eBe4a77uNVmjJ/DnmqzR/HfuzMcReN/8d/8c8Nr5/E8B3z0f/xPgp+bj1wJvf7JrXOudxcuBu1X1U6qasFmT11xjn47tNRgylfn333omL6aq78UKwlfjw2uAn1Gz38Ha2Lc8C/48nr0GeJuqTqr6aeBu7L19Ov15UFU/OB8fYh2527hGa/QE/jyePaNrNP+dj4e0fsd8/vPX53jd3gH8NZEn5t671sHiNuDexzy+jyde8GfKFPhVEfnAjCwFOKuqD87HDwFnr4Ffj+fDtVy3fzpv69/ymNTsWfVn3jJ/DXb3vOZr9Hn+wDVaIxHxInIncA74NWz3cklNWfnzr3nFn/n5y9hQ6OPatQ4W14t9vaq+DHgV8D0i8g2PfVJtr3ZN20bXgw/Y7M8LsYHCB4EffbYdEJEd4BeA71PVg8c+dy3W6Av4c83WSFWrqn41BpJ8OU8D0vqxdq2DxRW052yPRYI+a6aq98+/z2Fw9pcDDx9vW+ff555tv57Ah2uybqr68PyBbMB/5nPb6GfFHxGJ2BfzZ1X1F+fT12yNvpA/13qNZh+eEaT1tQ4Wvwu8eK7Ydlih5Z3PpgMishKR3eNj4FuAj/LHkaiPRag+m/Z4PrwT+Ptzxf8VwOXHbMWfMfu8nP/bsXU69ue1c4X9DuDFwPuf5msLBvj7uKr+h8c8dU3W6PH8uVZrJM8G0vrprBD/Kau4r8YqyX8E/OA1uP4LsCr1h4CPHfuA5W+/DnwSeDdw+hn2479i29aM5Zbf+Xg+YJXvn5zX7CPAX3iW/HnrfL0Pzx+2Wx7z+h+c/fkE8KpnwJ+vx1KMDwN3zj+vvlZr9AT+XJM1Ar4SQ1J/GAtQP/SYz/f7sYLqzwP9fH6YH989P/+CJ7vGCYLzxE7sxK7KrnUacmIndmJ/RuwkWJzYiZ3YVdlJsDixEzuxq7KTYHFiJ3ZiV2UnweLETuzErspOgsWJndiJXZWdBIsTO7ETuyo7CRYndmIndlX2/wCXRcSe4mKTXwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = img/2+0.5\n",
    "plt.imshow(out)\n",
    "img.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building an predictor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have prepared our imput. Next thing is to load a SSD model.\n",
    "In our examples you can find some framework specific functions. Some of them will be explained here in detail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/resnet50-19c8e357.pth\" to /root/.torch/models/resnet50-19c8e357.pth\n",
      "102502400it [00:09, 10362562.63it/s]\n"
     ]
    }
   ],
   "source": [
    "from examples.SSD300_inference import load_checkpoint, build_predictor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can import the model. We need to set it in the evaluation mode also:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from apex.fp16_utils import network_to_half\n",
    "\n",
    "ssd300 = build_predictor('/checkpoints/SSD300v1.1.pt')\n",
    "ssd300 = ssd300.cuda()\n",
    "ssd300 = network_to_half(ssd300.cuda())\n",
    "ssd300 = ssd300.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model does not expect input as a `ndarray`. It prefers Pytorch Tensor data format. It also expects that input will be a batch of several images. What is more, it expects input in a bit different shape than usual.\n",
    "We can fulfill these requirements with following code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 300, 300])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# change the shape\n",
    "HWC = img\n",
    "CHW = np.swapaxes(np.swapaxes(HWC, 0, 2), 1, 2)\n",
    "# make a batch of 1 image\n",
    "batch = np.expand_dims(CHW, axis=0)\n",
    "# turn input into tensor\n",
    "tensor = torch.from_numpy(batch)\n",
    "tensor = tensor.cuda()\n",
    "tensor = tensor.half()\n",
    "tensor.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can make some prediction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = ssd300(tensor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, the output from the model is not too easy to read. To present it in human-readable form there are a few steps missing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At first, more imports..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.utils import dboxes300_coco, Encoder\n",
    "import matplotlib.patches as patches\n",
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Which allows us to decode the result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dboxes = dboxes300_coco()\n",
    "encoder = Encoder(dboxes)\n",
    "ploc, plabel = [val.float() for val in prediction]\n",
    "encoded = encoder.decode_batch(ploc, plabel, criteria=0.5, max_output=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A `criteria` param allows to filter results with IoU not lower than the `criteria`.\n",
    "\n",
    "Encoder returns a batch of results in a form:\n",
    "```\n",
    "[ fst img: prediction,\n",
    "  snd_img: prediction,\n",
    "  ...\n",
    "]\n",
    "```\n",
    "While the prediction is:\n",
    "```\n",
    "( bounding boxes: [ fst detection: [x1, y1, x2, y2], snd detection ... ],\n",
    "  classes:        [ fst detextion: class idx,        snd detection ... ],\n",
    "  confidences:    [ fst detextion: confidence,       snd detection ... ]\n",
    ")\n",
    "```\n",
    "\n",
    "Now we cant take the result bact to the numpy world and put results on an image.\n",
    "We have single input image, then we will get rid of the batch also:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "bboxes, classes, confidences = [x.detach().cpu().numpy() for x in encoded[0]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we can filter results with confidence lower than some treshold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "best = np.argwhere(confidences > 0.3).squeeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To show labels on the detections we need to decode labels. Our model is trained on COCO 2017 dataset. Then we will use labels from COCO:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "json_file = '/datasets/coco2017/annotations/instances_val2017.json'\n",
    "with open(json_file,'r') as COCO:\n",
    "    js = json.loads(COCO.read())\n",
    "class_names = [ category['name'] for category in js['categories'] ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can start building the picture with results.\n",
    "Bounding boxes returned by the model are enclosed in a [0..1] range. We need to scale it to [0..300], as it is the size of the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1)\n",
    "ax.imshow(out)\n",
    "for idx in best:\n",
    "    left, top, right, bottom = bboxes[idx]\n",
    "    x, y, w, h = [val*300 for val in [left, top, right-left, bottom-top]]\n",
    "    rect = patches.Rectangle((x, y),w,h,linewidth=1,edgecolor='r',facecolor='none')\n",
    "    ax.add_patch(rect)\n",
    "    ax.text(x, y, class_names[classes[idx]-1], bbox=dict(facecolor='white', alpha=0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
